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<a href="https://github.com/PaddlePaddle/FastDeploy/stargazers"><img src="https://img.shields.io/github/stars/PaddlePaddle/FastDeploy?color=ccf"></a>
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</p>
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**⚡️FastDeploy**是一款**易用高效**的推理部署开发套件。覆盖业界🔥**热门AI模型**并提供📦**开箱即用**的部署体验，包括图像分类、目标检测、图像分割、人脸检测、人脸识别、人体关键点识别、文字识别、语义理解等多任务，满足开发者**多场景**，**多硬件**、**多平台**的产业部署需求。
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**⚡️FastDeploy**是一款**易用高效**的推理部署开发套件。覆盖业界🔥**热门CV、NLP、Speech的AI模型**并提供📦**开箱即用**的部署体验，包括图像分类、目标检测、图像分割、人脸检测、人脸识别、人体关键点识别、文字识别、语义理解等多任务，满足开发者**多场景**，**多硬件**、**多平台**的产业部署需求。
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| Potrait Segmentation | Image Matting | Semantic Segmentation | Real-Time Matting |
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| [Object Detection](examples/vision) | [3D Object Detection](https://github.com/PaddlePaddle/FastDeploy/issues/6) | [Semantic Segmentation](examples/vision/segmentation/paddleseg) | [Potrait Segmentation](examples/vision/segmentation/paddleseg) |
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|:---------------------------------------------------------------------------------------------------------:|:---------------------------------------------------------------------------------------------------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
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| <img src='https://user-images.githubusercontent.com/54695910/188054718-6395321c-8937-4fa0-881c-5b20deb92aaa.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188058231-a5fe1ce1-0a38-460f-9582-e0b881514908.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188054711-6119f0e7-d741-43b1-b273-9493d103d49f.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188054691-e4cb1a70-09fe-4691-bc62-5552d50bd853.gif' height="126px" width="190px"> |
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| **OCR** | **Behavior Recognition** | **Object Detection** |**Pose Estimation**
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| <img src='https://user-images.githubusercontent.com/54695910/188054669-a85996ba-f7f3-4646-ae1f-3b7e3e353e7d.gif' height="126px" width="190px"> |<img src='https://user-images.githubusercontent.com/48054808/173034825-623e4f78-22a5-4f14-9b83-dc47aa868478.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188054680-2f8d1952-c120-4b67-88fc-7d2d7d2378b4.gif' height="126px" width="190px" > |<img src='https://user-images.githubusercontent.com/54695910/188054671-394db8dd-537c-42b1-9d90-468d7ad1530e.gif' height="126px" width="190px"> |
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| **Face Alignment** | **3D Object Detection** | **Face Editing** | **Image Animation**
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| <img src='https://user-images.githubusercontent.com/54695910/188059460-9845e717-c30a-4252-bd80-b7f6d4cf30cb.png' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188270227-1a4671b3-0123-46ab-8d0f-0e4132ae8ec0.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188054663-b0c9c037-6d12-4e90-a7e4-e9abf4cf9b97.gif' height="126px" width="126px"> | <img src='https://user-images.githubusercontent.com/54695910/188056800-2190e05e-ad1f-40ef-bf71-df24c3407b2d.gif' height="126px" width="190px">
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| <img src='https://user-images.githubusercontent.com/54695910/188054680-2f8d1952-c120-4b67-88fc-7d2d7d2378b4.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188270227-1a4671b3-0123-46ab-8d0f-0e4132ae8ec0.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188054711-6119f0e7-d741-43b1-b273-9493d103d49f.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188054718-6395321c-8937-4fa0-881c-5b20deb92aaa.gif' height="126px" width="190px"> |
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| [**Image Matting**](examples/vision/matting) | [**Real-Time Matting**](examples/vision/matting) | [**OCR**](examples/vision/ocr) |[**Face Alignment**](examples/vision/ocr)
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| <img src='https://user-images.githubusercontent.com/54695910/188058231-a5fe1ce1-0a38-460f-9582-e0b881514908.gif' height="126px" width="190px"> |<img src='https://user-images.githubusercontent.com/54695910/188054691-e4cb1a70-09fe-4691-bc62-5552d50bd853.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188054669-a85996ba-f7f3-4646-ae1f-3b7e3e353e7d.gif' height="126px" width="190px" > |<img src='https://user-images.githubusercontent.com/54695910/188059460-9845e717-c30a-4252-bd80-b7f6d4cf30cb.png' height="126px" width="190px"> |
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| [**Pose Estimation**](examples/vision/keypointdetection) | [**Behavior Recognition**](https://github.com/PaddlePaddle/FastDeploy/issues/6) | [**NLP**](examples/text) |[**Speech**](examples/audio/pp-tts)
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| <img src='https://user-images.githubusercontent.com/54695910/188054671-394db8dd-537c-42b1-9d90-468d7ad1530e.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/48054808/173034825-623e4f78-22a5-4f14-9b83-dc47aa868478.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/200162475-f5d85d70-18fb-4930-8e7e-9ca065c1d618.gif' height="126px" width="190px"> | <p align="left">**input** ：早上好，今天是2020<br>/10/29，最低温度是-3°C。<br><br> <p align="left">**output**: [<img src="https://user-images.githubusercontent.com/54695910/200161645-871e08da-5a31-4736-879c-a88bb171a676.png" width="170" style="max-width: 100%;">](https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/001.wav)</p>|
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## 近期更新
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- 🔥 **2022.11.09 20:30～21:30，【直播分享】《覆盖云边端全场景，150+热门模型快速部署》。扫码报名**
|
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- 🔥 **2022.11.10 20:30～21:30，【直播分享】《瑞芯微、晶晨、恩智浦等10+AI硬件部署，直达产业落地》。扫码报名**
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- 🔥 **2022.11.10 19:00～20:00，【直播分享】《10+热门模型在RK3588、RK3568部署实战》。扫码报名**
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- <div align="center">
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<img src="https://user-images.githubusercontent.com/54695910/200145290-d5565d18-6707-4a0b-a9af-85fd36d35d13.jpg" width = "225" height = "225" />
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- 🔥 **【直播分享】2022.11.09 20:30～21:30，《覆盖云边端全场景，150+热门模型快速部署》。微信扫码报名**
|
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- 🔥 **【直播分享】2022.11.10 20:30～21:30，《瑞芯微、晶晨、恩智浦等10+AI硬件部署，直达产业落地》。微信扫码报名**
|
||||
- 🔥 **【直播分享】2022.11.10 19:00～20:00，《10+热门模型在RK3588、RK3568部署实战》。微信扫码报名**
|
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<div align="center">
|
||||
<img src="https://user-images.githubusercontent.com/54695910/200145290-d5565d18-6707-4a0b-a9af-85fd36d35d13.jpg" width = "120" height = "120" />
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</div>
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- 🔥 **2022.10.15：Release FastDeploy [release v0.3.0](https://github.com/PaddlePaddle/FastDeploy/tree/release%2F0.3.0)** <br>
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- **New server-side deployment upgrade:更快的推理性能，一键量化，更多的视觉和NLP模型**
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- 集成 OpenVINO 推理引擎，并且保证了使用 OpenVINO 与 使用 TensorRT、ONNX Runtime、 Paddle Inference一致的开发体验；
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- 提供[一键模型量化工具](tools/quantization)，支持YOLOv7、YOLOv6、YOLOv5等视觉模型，在CPU和GPU推理速度可提升1.5～2倍；
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- 新增加 PP-OCRv3, PP-OCRv2, PP-Matting, PP-HumanMatting, ModNet 等视觉模型并提供[端到端部署示例](examples/vision)；
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- 新增加NLP信息抽取模型 UIE 并提供[端到端部署示例](examples/text/uie).
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-
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- 🔥 **2022.8.18：发布FastDeploy [release v0.2.0](https://github.com/PaddlePaddle/FastDeploy/tree/release%2F0.2.0)** <br>
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- **服务端部署全新升级：更快的推理性能，更多的视觉模型支持**
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- 发布基于x86 CPU、NVIDIA GPU的高性能推理引擎SDK，推理速度大幅提升
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- 集成Paddle Inference、ONNX Runtime、TensorRT等推理引擎并提供统一的部署体验
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- 支持YOLOv7、YOLOv6、YOLOv5、PP-YOLOE等全系列目标检测模型并提供[端到端部署示例](examples/vision/detection/)
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- 支持人脸检测、人脸识别、实时人像抠图、图像分割等40+重点模型及[Demo示例](examples/vision/)
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- 支持Python和C++两种语言部署
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- **边缘移动端部署新增瑞芯微、晶晨、恩智浦等NPU芯片部署能力**
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- 发布轻量化目标检测[Picodet-NPU部署Demo](https://github.com/PaddlePaddle/Paddle-Lite-Demo/tree/develop/object_detection/linux/picodet_detection)，提供极致的INT8全量化推理能力
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- 🔥 **2022.10.31：Release FastDeploy [release v0.5.0](https://github.com/PaddlePaddle/FastDeploy/tree/release/0.5.0)**
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- **🖥️ 服务端部署：支持推理速度更快的后端，支持更多的模型**
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- 集成 Paddle Inference TensorRT后端，并保证其使用与Paddle Inference、TensorRT、OpenVINO、ONNX Runtime、Paddle Lite等一致的开发体验；
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- 支持并测试 Graphcore IPU 通过 Paddle Inference后端;
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- 优化[一键模型量化工具](tools/quantization)，支持YOLOv7、YOLOv6、YOLOv5等视觉模型，在CPU和GPU推理速度可提升1.5～2倍；
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- 新增 [PP-Tracking](./examples/vision/tracking/pptracking) 和 [RobustVideoMatting](./examples/vision/matting) 等模型；
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- 🔥 **2022.10.24：Release FastDeploy [release v0.4.0](https://github.com/PaddlePaddle/FastDeploy/tree/release/0.4.0)**
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- **🖥️ 服务端部署：推理速度大升级**
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- 升级 GPU 端到端的优化，在YOLO系列上，模型推理速度从 43ms 提升到 25ms；
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- 新增 [TinyPose](examples/vision/keypointdetection/tiny_pose) and [PicoDetji lianTinyPose](examples/vision/keypointdetection/det_keypoint_unite)Pipeline部署能力；
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- **📲 移动端和端侧部署：移动端后端能力升级，支持更多的CV模型**
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- 集成 Paddle Lite，并保证其使用与服务端常用推理引擎 Paddle Inference、TensorRT、OpenVINO、ONNX Runtime 等一致的开发体验；
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- 新增 [轻量化目标检测模型](examples/vision/detection/paddledetection/android)和[分类模型](examples/vision/classification/paddleclas/android)的安卓端部署能力；
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- **<img src="https://user-images.githubusercontent.com/54695910/200179541-05f8e187-9f8b-444c-9252-d9ce3f1ab05f.png" width = "18" height = "18" /> Web和小程序部署：新增Web端部署能力**
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- 集成 Paddle.js部署能力，新增 OCR、目标检测、人像分割背景替换、物体识别等Web端部署能力和Demo(examples/application/js)；
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## 目录
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* **服务端部署**
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* <details open> <summary><style="font-size:100px"><b>📖 文档教程（点击可收缩）</b></font></summary>
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- 安装文档
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- [预编译库下载安装](docs/cn/build_and_install/download_prebuilt_libraries.md)
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- [GPU部署环境编译安装](docs/cn/build_and_install/gpu.md)
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- [CPU部署环境编译安装](docs/cn/build_and_install/cpu.md)
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- [IPU部署环境编译安装](docs/cn/build_and_install/ipu.md)
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- [Jetson部署环境编译安装](docs/cn/build_and_install/jetson.md)
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- [Android平台部署环境编译安装](docs/cn/build_and_install/android.md)
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- 快速使用
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- [Python部署示例](docs/cn/quick_start/models/python.md)
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- [C++部署示例](docs/cn/quick_start/models/cpp.md)
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- [Runtime Python使用示例](docs/cn/quick_start/runtime/python.md)
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- [Runtime C++使用示例](docs/cn/quick_start/runtime/cpp.md)
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- API文档(进行中)
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- [Python API文档](https://www.paddlepaddle.org.cn/fastdeploy-api-doc/python/html/)
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- [C++ API文档](https://www.paddlepaddle.org.cn/fastdeploy-api-doc/cpp/html/)
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- 性能调优
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- [量化加速](docs/cn/quantize.md)
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- 常见问题
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- [1. 如何配置模型部署的推理后端](docs/cn/faq/how_to_change_backend.md)
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- [2. Windows上C++ SDK如何使用](docs/cn/faq/use_sdk_on_windows.md)
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- [3. Android上如何使用FastDeploy](docs/cn/faq/use_sdk_on_android.md)(进行中)
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- [4. TensorRT使用中的一些技巧](docs/cn/faq/tensorrt_tricks.md)
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- [5. 如何增加新的模型](docs/cn/faq/develop_a_new_model.md)(进行中)
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- 更多FastDeploy部署模块
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- [服务化部署](../serving)
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- [Benchmark测试](../benchmark)
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</details>
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* **🖥️ 服务器端部署**
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* [Python SDK快速开始](#fastdeploy-quick-start-python)
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* [C++ SDK快速开始](#fastdeploy-quick-start-cpp)
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* [服务端模型支持列表](#fastdeploy-server-models)
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* **端侧部署**
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* **📲 移动端和端侧部署**
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* [Paddle Lite NPU部署](#fastdeploy-edge-sdk-npu)
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* [端侧模型支持列表](#fastdeploy-edge-sdk)
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* [社区交流](#fastdeploy-community)
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* [Acknowledge](#fastdeploy-acknowledge)
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* [License](#fastdeploy-license)
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* [端侧模型支持列表](#fastdeploy-edge-models)
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* **<img src="https://user-images.githubusercontent.com/54695910/200179541-05f8e187-9f8b-444c-9252-d9ce3f1ab05f.png" width = "18" height = "18" /> Web和小程序部署**
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* [Web端模型支持列表](#fastdeploy-web-models)
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* [**社区交流**](#fastdeploy-community)
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* [**Acknowledge**](#fastdeploy-acknowledge)
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* [**License**](#fastdeploy-license)
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## 服务端部署
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## 🖥️ 服务端部署
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### Python SDK快速开始
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<div id="fastdeploy-quick-start-python"></div>
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@@ -73,9 +106,7 @@
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#### 快速安装
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##### 前置依赖
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- CUDA >= 11.2
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- cuDNN >= 8.0
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- python >= 3.6
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- CUDA >= 11.2、cuDNN >= 8.0、Python >= 3.6
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- OS: Linux x86_64/macOS/Windows 10
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##### 安装GPU版本
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@@ -119,12 +150,13 @@ print(result)
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vis_im = vision.vis_detection(im, result, score_threshold=0.5)
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cv2.imwrite("vis_image.jpg", vis_im)
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```
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<details>
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<summary>C++ SDK快速开始</summary>
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### C++ SDK快速开始
|
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<div id="fastdeploy-quick-start-cpp"></div>
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<details>
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<summary><style="font-size:100px"><b>C++ SDK快速开始（点开查看详情）</b></font></summary>
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#### 安装
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- 参考[C++预编译库下载](docs/quick_start/CPP_prebuilt_libraries.md)文档
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@@ -164,69 +196,81 @@ int main(int argc, char* argv[]) {
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更多部署案例请参考[视觉模型部署示例](examples/vision) .
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### 服务端和web模型支持列表 🔥🔥🔥
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### 服务端模型支持列表 🔥🔥🔥🔥🔥
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<div id="fastdeploy-server-models"></div>
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符号说明: (1) ✅: 已经支持; (2) ❔: 未来支持; (3) ❌: 暂不支持; (4) --: 暂不考虑;<br>
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符号说明: (1) ✅: 已经支持; (2) ❔: 正在进行中; (3) N/A: 暂不支持; (4) --: 暂不考虑;<br>
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链接说明：「模型列」会跳转到模型推理Demo代码
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| 任务场景 | 模型 | API | Linux | Linux | Win | Win | Mac | Mac | Linux | Linux | Linux | [web_demo](examples/application/js/web_demo) | [mini_program](examples/application/js/mini_program) |
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|:-----------------------------:|:---------------------------------------------------------------------------------------:|:---------------------------------------------------------------------------------------------------------------------------------:|:---------------------:|:------------------------:|:------------------------:|:------------------------:|:-----------------------:|:---------------------:|:--------------------------:|:---------------------------:|:--------------------------:|:---------------------------:|:---------------------------:|
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| --- | --- | --- | <font size=2> X86 CPU | <font size=2> NVIDIA GPU | <font size=2> Intel CPU | <font size=2> NVIDIA GPU | <font size=2> Intel CPU | <font size=2> Arm CPU | <font size=2> AArch64 CPU | <font size=2> NVIDIA Jetson | <font size=2> Graphcore IPU |[Paddle.js](examples/application/js)| [Paddle.js](examples/application/js)|
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| <font size=2> Classification | <font size=2> [PaddleClas/ResNet50](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) |✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |❔|❔|
|
||||
| <font size=2> Classification | <font size=2> [PaddleClas/PP-LCNet](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |❔|❔|
|
||||
| <font size=2> Classification | <font size=2> [PaddleClas/PP-LCNetv2](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |❔|❔|
|
||||
| <font size=2> Classification | <font size=2> [PaddleClas/EfficientNet](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |❔|❔|
|
||||
| <font size=2> Classification | <font size=2> [PaddleClas/GhostNet](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |❔|❔|
|
||||
| <font size=2> Classification | <font size=2> [PaddleClas/MobileNetV1](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |❔|❔|
|
||||
| <font size=2> Classification | <font size=2> [PaddleClas/MobileNetV2](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |✅|✅|
|
||||
| <font size=2> Classification | <font size=2> [PaddleClas/MobileNetV3](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |❔|❔|
|
||||
| <font size=2> Classification | <font size=2> [PaddleClas/ShuffleNetV2](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |❔|❔|
|
||||
| <font size=2> Classification | <font size=2> [PaddleClas/SqueeezeNetV1.1](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |❔|❔|
|
||||
| <font size=2> Classification | <font size=2> [PaddleClas/Inceptionv3](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Classification | <font size=2> [PaddleClas/PP-HGNet](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) |✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |❔|❔|
|
||||
| <font size=2> Classification | <font size=2> [PaddleClas/SwinTransformer](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [PaddleDetection/PP-YOLOE](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [PaddleDetection/PicoDet](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [PaddleDetection/YOLOX](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [PaddleDetection/YOLOv3](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [PaddleDetection/PP-YOLO](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [PaddleDetection/PP-YOLOv2](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [PaddleDetection/FasterRCNN](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [Megvii-BaseDetection/YOLOX](./examples/vision/detection/yolox) | <font size=2> [Python](./examples/vision/detection/yolox/python)/[C++](./examples/vision/detection/yolox/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [WongKinYiu/YOLOv7](./examples/vision/detection/yolov7) | <font size=2> [Python](./examples/vision/detection/yolov7/python)/[C++](./examples/vision/detection/yolov7/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [meituan/YOLOv6](./examples/vision/detection/yolov6) | <font size=2> [Python](./examples/vision/detection/yolov6/python)/[C++](./examples/vision/detection/yolov6/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [ultralytics/YOLOv5](./examples/vision/detection/yolov5) | <font size=2> [Python](./examples/vision/detection/yolov5/python)/[C++](./examples/vision/detection/yolov5/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [WongKinYiu/YOLOR](./examples/vision/detection/yolor) | <font size=2> [Python](./examples/vision/detection/yolor/python)/[C++](./examples/vision/detection/yolor/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [WongKinYiu/ScaledYOLOv4](./examples/vision/detection/scaledyolov4) | <font size=2> [Python](./examples/vision/detection/scaledyolov4/python)/[C++](./examples/vision/detection/scaledyolov4/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [ppogg/YOLOv5Lite](./examples/vision/detection/yolov5lite) | <font size=2> [Python](./examples/vision/detection/yolov5lite/python)/[C++](./examples/vision/detection/yolov5lite/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Detection | <font size=2> [RangiLyu/NanoDetPlus](./examples/vision/detection/nanodet_plus) | <font size=2> [Python](./examples/vision/detection/nanodet_plus/python)/[C++](./examples/vision/detection/nanodet_plus/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅| ❌ |❔|❔|
|
||||
| <font size=2> OCR | <font size=2> [PaddleOCR/PP-OCRv2](./examples/vision/ocr) | <font size=2> [Python](./examples/vision/detection/nanodet_plus/python)/[C++](./examples/vision/ocr/PP-OCRv3/cpp)| ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅| ❌ |❔|❔|
|
||||
| <font size=2> OCR | <font size=2> [PaddleOCR/PP-OCRv3](./examples/vision/ocr) | <font size=2> [Python](./examples/vision/ocr/PP-OCRv3/python)/[C++](./examples/vision/ocr/PP-OCRv3/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅| ❌ |✅|✅|
|
||||
| <font size=2> Segmentation | <font size=2> [PaddleSeg/PP-LiteSeg](./examples/vision/segmentation/paddleseg) | <font size=2> [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Segmentation | <font size=2> [PaddleSeg/PP-HumanSegLite](./examples/vision/segmentation/paddleseg) | <font size=2> [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Segmentation | <font size=2> [PaddleSeg/HRNet](./examples/vision/segmentation/paddleseg) | <font size=2> [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Segmentation | <font size=2> [PaddleSeg/PP-HumanSegServer](./examples/vision/segmentation/paddleseg) | <font size=2> [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |✅|✅|
|
||||
| <font size=2> Segmentation | <font size=2> [PaddleSeg/Unet](./examples/vision/segmentation/paddleseg) | <font size=2> [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Segmentation | <font size=2> [PaddleSeg/Deeplabv3](./examples/vision/segmentation/paddleseg) | <font size=2> [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Face Detection | <font size=2> [biubug6/RetinaFace](./examples/vision/facedet/retinaface) | <font size=2> [Python](./examples/vision/facedet/retinaface/python)/[C++](./examples/vision/facedet/retinaface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Face Detection | <font size=2> [Linzaer/UltraFace](./examples/vision/facedet/ultraface) | [<font size=2> Python](./examples/vision/facedet/ultraface/python)/[C++](./examples/vision/facedet/ultraface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> FaceDetection | <font size=2> [deepcam-cn/YOLOv5Face](./examples/vision/facedet/yolov5face) | <font size=2> [Python](./examples/vision/facedet/yolov5face/python)/[C++](./examples/vision/facedet/yolov5face/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Face Detection | <font size=2> [insightface/SCRFD](./examples/vision/facedet/scrfd) | <font size=2> [Python](./examples/vision/facedet/scrfd/python)/[C++](./examples/vision/facedet/scrfd/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Face Recognition | <font size=2> [insightface/ArcFace](./examples/vision/faceid/insightface) | <font size=2> [Python](./examples/vision/faceid/insightface/python)/[C++](./examples/vision/faceid/insightface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Face Recognition | <font size=2> [insightface/CosFace](./examples/vision/faceid/insightface) | <font size=2> [Python](./examples/vision/faceid/insightface/python)/[C++](./examples/vision/faceid/insightface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Face Recognition | <font size=2> [insightface/PartialFC](./examples/vision/faceid/insightface) | <font size=2> [Python](./examples/vision/faceid/insightface/python)/[C++](./examples/vision/faceid/insightface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Face Recognition | <font size=2> [insightface/VPL](./examples/vision/faceid/insightface) | <font size=2> [Python](./examples/vision/faceid/insightface/python)/[C++](./examples/vision/faceid/insightface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |❔|❔|
|
||||
| <font size=2> Matting | <font size=2> [ZHKKKe/MODNet](./examples/vision/matting/modnet) | <font size=2> [Python](./examples/vision/matting/modnet/python)/[C++](./examples/vision/matting/modnet/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅| ❌ |❔|❔|
|
||||
| <font size=2> Matting | <font size=2> [PaddleSeg/PP-Matting](./examples/vision/matting/ppmatting) | <font size=2> [Python](./examples/vision/matting/ppmatting/python)/[C++](./examples/vision/matting/ppmatting/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅| ❌ |❔|❔|
|
||||
| <font size=2> Matting | <font size=2> [PaddleSeg/PP-HumanMatting](./examples/vision/matting/modnet) | <font size=2> [Python](./examples/vision/matting/ppmatting/python)/[C++](./examples/vision/matting/ppmatting/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅| ❌ |❔|❔|
|
||||
| <font size=2> Matting | <font size=2> [PaddleSeg/ModNet](./examples/vision/matting/modnet) | <font size=2> [Python](./examples/vision/matting/ppmatting/python)/[C++](./examples/vision/matting/ppmatting/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅| ❌ |❔|❔|
|
||||
| <font size=2> Information Extraction | <font size=2> [PaddleNLP/UIE](./examples/text/uie) | <font size=2> [Python](./examples/text/uie/python)/[C++](./examples/text/uie/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅| ❌ |❔|❔|
|
||||
| 任务场景 | 模型 | API | Linux | Linux | Win | Win | Mac | Mac | Linux | Linux | Linux | Linux |
|
||||
|:----------------------:|:--------------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------------------------:|:-------:|:----------:|:-------:|:----------:|:-------:|:-------:|:-----------:|:-------------:|:-------------:|:-------:|
|
||||
| --- | --- | --- | X86 CPU | NVIDIA GPU | X86 CPU | NVIDIA GPU | X86 CPU | Arm CPU | AArch64 CPU | NVIDIA Jetson | Graphcore IPU | Serving |
|
||||
| Classification | [PaddleClas/ResNet50](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||||
| Classification | [TorchVison/ResNet](examples/vision/classification/resnet) | [Python](./examples/vision/classification/resnet/python)/[C++](./examples/vision/classification/resnet/python/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Classification | [ltralytics/YOLOv5Cls](examples/vision/classification/yolov5cls) | [Python](./examples/vision/classification/yolov5cls/python)/[C++](./examples/vision/classification/yolov5cls/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Classification | [PaddleClas/PP-LCNet](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||||
| Classification | [PaddleClas/PP-LCNetv2](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||||
| Classification | [PaddleClas/EfficientNet](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||||
| Classification | [PaddleClas/GhostNet](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||||
| Classification | [PaddleClas/MobileNetV1](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||||
| Classification | [PaddleClas/MobileNetV2](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||||
| Classification | [PaddleClas/MobileNetV3](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||||
| Classification | [PaddleClas/ShuffleNetV2](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||||
| Classification | [PaddleClas/SqueeezeNetV1.1](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||||
| Classification | [PaddleClas/Inceptionv3](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Classification | [PaddleClas/PP-HGNet](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||||
| Classification | [PaddleClas/SwinTransformer](./examples/vision/classification/paddleclas) | [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [PaddleDetection/PP-YOLOE](./examples/vision/detection/paddledetection) | [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [PaddleDetection/PicoDet](./examples/vision/detection/paddledetection) | [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [PaddleDetection/YOLOX](./examples/vision/detection/paddledetection) | [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [PaddleDetection/YOLOv3](./examples/vision/detection/paddledetection) | [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [PaddleDetection/PP-YOLO](./examples/vision/detection/paddledetection) | [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [PaddleDetection/PP-YOLOv2](./examples/vision/detection/paddledetection) | [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [PaddleDetection/Faster-RCNN](./examples/vision/detection/paddledetection) | [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [PaddleDetection/Mask-RCNN](./examples/vision/detection/paddledetection) | [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [Megvii-BaseDetection/YOLOX](./examples/vision/detection/yolox) | [Python](./examples/vision/detection/yolox/python)/[C++](./examples/vision/detection/yolox/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [WongKinYiu/YOLOv7](./examples/vision/detection/yolov7) | [Python](./examples/vision/detection/yolov7/python)/[C++](./examples/vision/detection/yolov7/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [WongKinYiu/YOLOv7end2end_trt](./examples/vision/detection/yolov7end2end_trt) | [Python](./examples/vision/detection/yolov7end2end_ort/python)/[C++](./examples/vision/detection/yolov7end2end_ort/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | | |
|
||||
| Detection | [WongKinYiu/YOLOv7end2end_ort_](./examples/vision/detection/yolov7end2end_ort) | [Python](./examples/vision/detection/yolov7end2end_ort/python)/[C++](./examples/vision/detection/yolov7end2end_ort/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | | |
|
||||
| Detection | [meituan/YOLOv6](./examples/vision/detection/yolov6) | [Python](./examples/vision/detection/yolov6/python)/[C++](./examples/vision/detection/yolov6/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [ultralytics/YOLOv5](./examples/vision/detection/yolov5) | [Python](./examples/vision/detection/yolov5/python)/[C++](./examples/vision/detection/yolov5/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [WongKinYiu/YOLOR](./examples/vision/detection/yolor) | [Python](./examples/vision/detection/yolor/python)/[C++](./examples/vision/detection/yolor/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [WongKinYiu/ScaledYOLOv4](./examples/vision/detection/scaledyolov4) | [Python](./examples/vision/detection/scaledyolov4/python)/[C++](./examples/vision/detection/scaledyolov4/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [ppogg/YOLOv5Lite](./examples/vision/detection/yolov5lite) | [Python](./examples/vision/detection/yolov5lite/python)/[C++](./examples/vision/detection/yolov5lite/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Detection | [RangiLyu/NanoDetPlus](./examples/vision/detection/nanodet_plus) | [Python](./examples/vision/detection/nanodet_plus/python)/[C++](./examples/vision/detection/nanodet_plus/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| KeyPoint | [PaddleDetection/TinyPose](./examples/vision/keypointdetection/tiny_pose) | [Python](./examples/vision/keypointdetection/tiny_pose/python)/[C++](./examples/vision/keypointdetection/tiny_pose/python/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| KeyPoint | [PaddleDetection/PicoDet + TinyPose](./examples/vision/keypointdetection/det_keypoint_unite) | [Python](./examples/vision/keypointdetection/det_keypoint_unite/python)/[C++](./examples/vision/keypointdetection/det_keypoint_unite/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| HeadPose | [omasaht/headpose](examples/vision/headpose) | [Python](./xamples/vision/headpose/fsanet/python)/[C++](./xamples/vision/headpose/fsanet/cpp/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Tracking | [PaddleDetection/PP-Tracking](examples/vision/tracking/pptracking) | [Python](examples/vision/tracking/pptracking/python)/[C++](examples/vision/tracking/pptracking/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| OCR | [PaddleOCR/PP-OCRv2](./examples/vision/ocr) | [Python](./examples/vision/detection/nanodet_plus/python)/[C++](./examples/vision/ocr/PP-OCRv3/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| OCR | [PaddleOCR/PP-OCRv3](./examples/vision/ocr) | [Python](./examples/vision/ocr/PP-OCRv3/python)/[C++](./examples/vision/ocr/PP-OCRv3/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Segmentation | [PaddleSeg/PP-LiteSeg](./examples/vision/segmentation/paddleseg) | [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Segmentation | [PaddleSeg/PP-HumanSegLite](./examples/vision/segmentation/paddleseg) | [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Segmentation | [PaddleSeg/HRNet](./examples/vision/segmentation/paddleseg) | [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Segmentation | [PaddleSeg/PP-HumanSegServer](./examples/vision/segmentation/paddleseg) | [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Segmentation | [PaddleSeg/Unet](./examples/vision/segmentation/paddleseg) | [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Segmentation | [PaddleSeg/Deeplabv3](./examples/vision/segmentation/paddleseg) | [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| FaceDetection | [biubug6/RetinaFace](./examples/vision/facedet/retinaface) | [Python](./examples/vision/facedet/retinaface/python)/[C++](./examples/vision/facedet/retinaface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| FaceDetection | [Linzaer/UltraFace](./examples/vision/facedet/ultraface) | [ Python](./examples/vision/facedet/ultraface/python)/[C++](./examples/vision/facedet/ultraface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| FaceDetection | [deepcam-cn/YOLOv5Face](./examples/vision/facedet/yolov5face) | [Python](./examples/vision/facedet/yolov5face/python)/[C++](./examples/vision/facedet/yolov5face/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ✅ |
|
||||
| FaceDetection | [insightface/SCRFD](./examples/vision/facedet/scrfd) | [Python](./examples/vision/facedet/scrfd/python)/[C++](./examples/vision/facedet/scrfd/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| FaceAlign | [Hsintao/PFLD](examples/vision/facealign/pfld) | [Python](./examples/vision/facealign/pfld/python)/[C++](./examples/vision/facealign/pfld/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| FaceRecognition | [insightface/ArcFace](./examples/vision/faceid/insightface) | [Python](./examples/vision/faceid/insightface/python)/[C++](./examples/vision/faceid/insightface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| FaceRecognition | [insightface/CosFace](./examples/vision/faceid/insightface) | [Python](./examples/vision/faceid/insightface/python)/[C++](./examples/vision/faceid/insightface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| FaceRecognition | [insightface/PartialFC](./examples/vision/faceid/insightface) | [Python](./examples/vision/faceid/insightface/python)/[C++](./examples/vision/faceid/insightface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| FaceRecognition | [insightface/VPL](./examples/vision/faceid/insightface) | [Python](./examples/vision/faceid/insightface/python)/[C++](./examples/vision/faceid/insightface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Matting | [ZHKKKe/MODNet](./examples/vision/matting/modnet) | [Python](./examples/vision/matting/modnet/python)/[C++](./examples/vision/matting/modnet/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Matting | [PeterL1n/RobustVideoMatting]() | [Python](./examples/vision/matting/rvm/python)/[C++](./examples/vision/matting/rvm/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Matting | [PaddleSeg/PP-Matting](./examples/vision/matting/ppmatting) | [Python](./examples/vision/matting/ppmatting/python)/[C++](./examples/vision/matting/ppmatting/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Matting | [PaddleSeg/PP-HumanMatting](./examples/vision/matting/modnet) | [Python](./examples/vision/matting/ppmatting/python)/[C++](./examples/vision/matting/ppmatting/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Matting | [PaddleSeg/ModNet](./examples/vision/matting/modnet) | [Python](./examples/vision/matting/ppmatting/python)/[C++](./examples/vision/matting/ppmatting/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| Information Extraction | [PaddleNLP/UIE](./examples/text/uie) | [Python](./examples/text/uie/python)/[C++](./examples/text/uie/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ |
|
||||
| NLP | [PaddleNLP/ERNIE-3.0](./examples/text/ernie-3.0) | Python/C++ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | ✅ |
|
||||
| Speech | [PaddleSpeech/PP-TTS](./examples/text/uie) | [Python](examples/audio/pp-tts/python)/C++ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | -- | ✅ |
|
||||
|
||||
|
||||
## 端侧部署
|
||||
## 📲 移动端和端侧部署 🔥🔥🔥🔥
|
||||
|
||||
<div id="fastdeploy-edge-doc"></div>
|
||||
|
||||
@@ -236,48 +280,64 @@ int main(int argc, char* argv[]) {
|
||||
|
||||
- [瑞芯微-NPU/晶晨-NPU/恩智浦-NPU](https://github.com/PaddlePaddle/Paddle-Lite-Demo/tree/develop/object_detection/linux/picodet_detection)
|
||||
|
||||
### 端侧模型支持列表
|
||||
### 📲 端侧模型支持列表
|
||||
|
||||
<div id="fastdeploy-edge-sdk"></div>
|
||||
|
||||
| 任务场景 | 模型 | 大小(MB) | Linux | Android | iOS |Linux | Linux | Linux |更新中...|
|
||||
|:------------------:|:----------------------------:|:---------------------:|:---------------------:|:----------------------:|:---------------------:| :------------------:|:----------------------------:|:---------------------:|:---------------------:|
|
||||
| --- | --- | --- | ARM CPU | ARM CPU | ARM CPU |瑞芯微NPU<br>RV1109<br>RV1126<br>RK1808 | 晶晨NPU <br>A311D<br>S905D<br>C308X | 恩智浦NPU<br> i.MX 8M Plus |更新中...｜
|
||||
| Classification | PP-LCNet | 11.9 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Classification | PP-LCNetv2 | 26.6 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Classification | EfficientNet | 31.4 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Classification | GhostNet | 20.8 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Classification | MobileNetV1 | 17 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Classification | MobileNetV2 | 14.2 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Classification | MobileNetV3 | 22 | ✅ | ✅ | ✅ |❔ | ❔ | ❔ |❔|
|
||||
| Classification | ShuffleNetV2 | 9.2 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Classification | SqueezeNetV1.1 | 5 | ✅ | ✅ | ✅ |
|
||||
| Classification | Inceptionv3 | 95.5 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Classification | PP-HGNet | 59 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Classification | SwinTransformer_224_win7 | 352.7 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Detection | PP-PicoDet_s_320_coco | 4.1 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Detection | PP-PicoDet_s_320_lcnet | 4.9 | ✅ | ✅ | ✅ |✅ | ✅ | ✅ | ❔|
|
||||
| Detection | CenterNet | 4.8 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Detection | YOLOv3_MobileNetV3 | 94.6 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Detection | PP-YOLO_tiny_650e_coco | 4.4 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Detection | SSD_MobileNetV1_300_120e_voc | 23.3 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Detection | PP-YOLO_ResNet50vd | 188.5 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Detection | PP-YOLOv2_ResNet50vd | 218.7 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Detection | PP-YOLO_crn_l_300e_coco | 209.1 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Detection | YOLOv5s | 29.3 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Face Detection | BlazeFace | 1.5 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Face Detection | RetinaFace | 1.7 | ✅ | ❌ | ❌ |-- | -- | -- |--|
|
||||
| Keypoint Detection | PP-TinyPose | 5.5 | ✅ | ✅ | ✅ |❔ | ❔ | ❔ |❔|
|
||||
| Segmentation | PP-LiteSeg(STDC1) | 32.2 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Segmentation | PP-HumanSeg-Lite | 0.556 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Segmentation | HRNet-w18 | 38.7 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Segmentation | PP-HumanSeg-Server | 107.2 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| Segmentation | Unet | 53.7 | ❌ | ✅ | ❌ |-- | -- | -- |--|
|
||||
| OCR | PP-OCRv1 | 2.3+4.4 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| OCR | PP-OCRv2 | 2.3+4.4 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| OCR | PP-OCRv3 | 2.4+10.6 | ✅ | ✅ | ✅ |❔ | ❔ | ❔ |❔|
|
||||
| OCR | PP-OCRv3-tiny | 2.4+10.7 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||||
| 任务场景 | 模型 | 大小(MB) | Linux | Android | iOS | Linux | Linux | Linux | Linux | 更新中... |
|
||||
|:------------------:|:-----------------------------------------------------------------------------------------:|:--------:|:-------:|:-------:|:-------: |:------------------:|:------------------------------------:|:---------------------------------:|:------------------------:|:-------:|
|
||||
| --- | --- | --- | ARM CPU | ARM CPU | ARM CPU | 瑞芯微NPU<br>RK3568/RK3588 | 瑞芯微NPU<br>RV1109/RV1126/RK1808 | 晶晨NPU <br>A311D/S905D/C308X | 恩智浦NPU<br>i.MX 8M Plus | 更新中...｜ |
|
||||
| Classification | [PaddleClas/PP-LCNet](examples/vision/classification/paddleclas) | 11.9 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Classification | [PaddleClas/PP-LCNetv2](examples/vision/classification/paddleclas) | 26.6 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Classification | [PaddleClas/EfficientNet](examples/vision/classification/paddleclas) | 31.4 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Classification | [PaddleClas/GhostNet](examples/vision/classification/paddleclas) | 20.8 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Classification | [PaddleClas/MobileNetV1](examples/vision/classification/paddleclas) | 17 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Classification | [PaddleClas/MobileNetV2](examples/vision/classification/paddleclas) | 14.2 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Classification | [PaddleClas/MobileNetV3](examples/vision/classification/paddleclas) | 22 | ✅ | ✅ | ❔ | ❔ | ❔ | ❔ | ❔ | -- |
|
||||
| Classification | [PaddleClas/ShuffleNetV2](examples/vision/classification/paddleclas) | 9.2 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Classification | [PaddleClas/SqueezeNetV1.1](examples/vision/classification/paddleclas) | 5 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Classification | [PaddleClas/Inceptionv3](examples/vision/classification/paddleclas) | 95.5 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Classification | [PaddleClas/PP-HGNet](examples/vision/classification/paddleclas) | 59 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Classification | [PaddleClas/SwinTransformer_224_win7](examples/vision/classification/paddleclas) | 352.7 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Detection | [PaddleDetection/PP-PicoDet_s_320_coco](examples/vision/detection/paddledetection) | 4.1 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Detection | [PaddleDetection/PP-PicoDet_s_320_lcnet](examples/vision/detection/paddledetection) | 4.9 | ✅ | ✅ | ❔ | ❔ | ✅ | ✅ | ✅ | -- |
|
||||
| Detection | [PaddleDetection/CenterNet](examples/vision/detection/paddledetection) | 4.8 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Detection | [PaddleDetection/YOLOv3_MobileNetV3](examples/vision/detection/paddledetection) | 94.6 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Detection | [PaddleDetection/PP-YOLO_tiny_650e_coco](examples/vision/detection/paddledetection) | 4.4 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Detection | [PaddleDetection/SSD_MobileNetV1_300_120e_voc](examples/vision/detection/paddledetection) | 23.3 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Detection | [PaddleDetection/PP-YOLO_ResNet50vd](examples/vision/detection/paddledetection) | 188.5 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Detection | [PaddleDetection/PP-YOLOv2_ResNet50vd](examples/vision/detection/paddledetection) | 218.7 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Detection | [PaddleDetection/PP-YOLO_crn_l_300e_coco](examples/vision/detection/paddledetection) | 209.1 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Detection | YOLOv5s | 29.3 | ❔ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Face Detection | BlazeFace | 1.5 | ❔ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Face Detection | RetinaFace | 1.7 | ❔ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| Keypoint Detection | [PaddleDetection/PP-TinyPose](examples/vision/keypointdetection/tiny_pose) | 5.5 | ✅ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | -- |
|
||||
| Segmentation | [PaddleSeg/PP-LiteSeg(STDC1)](examples/vision/segmentation/paddleseg) | 32.2 | ✅ | ❔ | ❔ | ✅ | -- | -- | -- | -- |
|
||||
| Segmentation | [PaddleSeg/PP-HumanSeg-Lite](examples/vision/segmentation/paddleseg) | 0.556 | ✅ | ❔ | ❔ | ✅ | -- | -- | -- | -- |
|
||||
| Segmentation | [PaddleSeg/HRNet-w18](examples/vision/segmentation/paddleseg) | 38.7 | ✅ | ❔ | ❔ | ✅ | -- | -- | -- | -- |
|
||||
| Segmentation | [PaddleSeg/PP-HumanSeg](examples/vision/segmentation/paddleseg) | 107.2 | ✅ | ❔ | ❔ | ✅ | -- | -- | -- | -- |
|
||||
| Segmentation | [PaddleSeg/Unet](examples/vision/segmentation/paddleseg) | 53.7 | ✅ | ❔ | ❔ | ✅ | -- | -- | -- | -- |
|
||||
| Segmentation | [PaddleSeg/Deeplabv3](examples/vision/segmentation/paddleseg) | 150 | ❔ | ❔ | ❔ | ✅ | | | | |
|
||||
| OCR | PaddleOCR/PP-OCRv1 | 2.3+4.4 | ❔ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| OCR | [PaddleOCR/PP-OCRv2](examples/vision/ocr/PP-OCRv2) | 2.3+4.4 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
| OCR | [PaddleOCR/PP-OCRv3](examples/vision/ocr/PP-OCRv3) | 2.4+10.6 | ✅ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | -- |
|
||||
| OCR | PaddleOCR/PP-OCRv3-tiny | 2.4+10.7 | ❔ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
|
||||
|
||||
|
||||
## <img src="https://user-images.githubusercontent.com/54695910/200179541-05f8e187-9f8b-444c-9252-d9ce3f1ab05f.png" width = "18" height = "18" /> Web和小程序部署
|
||||
|
||||
<div id="fastdeploy-web-models"></div>
|
||||
|
||||
| 任务场景 | 模型 | [web_demo](examples/application/js/web_demo) |
|
||||
|:------------------:|:-------------------------------------------------------------------------------------------:|:--------------------------------------------:|
|
||||
| --- | --- | [Paddle.js](examples/application/js) |
|
||||
| Detection | [FaceDetection](examples/application/js/web_demo/src/pages/cv/detection) | ✅ |
|
||||
| Detection | [ScrewDetection](examples/application/js/web_demo/src/pages/cv/detection) | ✅ |
|
||||
| Segmentation | [PaddleSeg/HumanSeg](./examples/application/js/web_demo/src/pages/cv/segmentation/HumanSeg) | ✅ |
|
||||
| Object Recognition | [GestureRecognition](examples/application/js/web_demo/src/pages/cv/recognition) | ✅ |
|
||||
| Object Recognition | [ItemIdentification](examples/application/js/web_demo/src/pages/cv/recognition) | ✅ |
|
||||
| OCR | [PaddleOCR/PP-OCRv3](./examples/application/js/web_demo/src/pages/cv/ocr) | ✅ |
|
||||
|
||||
## 社区交流
|
||||
|
||||
<div id="fastdeploy-community"></div>
|
||||
|
||||
Reference in New Issue
Block a user