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121
COPYING
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121
COPYING
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@@ -0,0 +1,121 @@
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|||||||
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Creative Commons Legal Code
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CC0 1.0 Universal
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CREATIVE COMMONS CORPORATION IS NOT A LAW FIRM AND DOES NOT PROVIDE
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LEGAL SERVICES. DISTRIBUTION OF THIS DOCUMENT DOES NOT CREATE AN
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ATTORNEY-CLIENT RELATIONSHIP. CREATIVE COMMONS PROVIDES THIS
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INFORMATION ON AN "AS-IS" BASIS. CREATIVE COMMONS MAKES NO WARRANTIES
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REGARDING THE USE OF THIS DOCUMENT OR THE INFORMATION OR WORKS
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PROVIDED HEREUNDER, AND DISCLAIMS LIABILITY FOR DAMAGES RESULTING FROM
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||||||
|
THE USE OF THIS DOCUMENT OR THE INFORMATION OR WORKS PROVIDED
|
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HEREUNDER.
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Statement of Purpose
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The laws of most jurisdictions throughout the world automatically confer
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exclusive Copyright and Related Rights (defined below) upon the creator
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and subsequent owner(s) (each and all, an "owner") of an original work of
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authorship and/or a database (each, a "Work").
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Certain owners wish to permanently relinquish those rights to a Work for
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the purpose of contributing to a commons of creative, cultural and
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scientific works ("Commons") that the public can reliably and without fear
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of later claims of infringement build upon, modify, incorporate in other
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works, reuse and redistribute as freely as possible in any form whatsoever
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and for any purposes, including without limitation commercial purposes.
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These owners may contribute to the Commons to promote the ideal of a free
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works, or to gain reputation or greater distribution for their Work in
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For these and/or other purposes and motivations, and without any
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expectation of additional consideration or compensation, the person
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associating CC0 with a Work (the "Affirmer"), to the extent that he or she
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elects to apply CC0 to the Work and publicly distribute the Work under its
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1. Copyright and Related Rights. A Work made available under CC0 may be
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protected by copyright and related or neighboring rights ("Copyright and
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Related Rights"). Copyright and Related Rights include, but are not
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v. rights protecting the extraction, dissemination, use and reuse of data
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vi. database rights (such as those arising under Directive 96/9/EC of the
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protection of databases, and under any national implementation
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implementations thereof.
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2. Waiver. To the greatest extent permitted by, but not in contravention
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of, applicable law, Affirmer hereby overtly, fully, permanently,
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irrevocably and unconditionally waives, abandons, and surrenders all of
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Affirmer's Copyright and Related Rights and associated claims and causes
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medium and for any number of copies, and (iv) for any purpose whatsoever,
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including without limitation commercial, advertising or promotional
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purposes (the "Waiver"). Affirmer makes the Waiver for the benefit of each
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as contemplated by Affirmer's express Statement of Purpose.
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3. Public License Fallback. Should any part of the Waiver for any reason
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Waiver shall be preserved to the maximum extent permitted taking into
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extent the Waiver is so judged Affirmer hereby grants to each affected
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person a royalty-free, non transferable, non sublicensable, non exclusive,
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irrevocable and unconditional license to exercise Affirmer's Copyright and
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Related Rights in the Work (i) in all territories worldwide, (ii) for the
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maximum duration provided by applicable law or treaty (including future
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time extensions), (iii) in any current or future medium and for any number
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of copies, and (iv) for any purpose whatsoever, including without
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limitation commercial, advertising or promotional purposes (the
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"License"). The License shall be deemed effective as of the date CC0 was
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applied by Affirmer to the Work. Should any part of the License for any
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reason be judged legally invalid or ineffective under applicable law, such
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partial invalidity or ineffectiveness shall not invalidate the remainder
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of the License, and in such case Affirmer hereby affirms that he or she
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will not (i) exercise any of his or her remaining Copyright and Related
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Rights in the Work or (ii) assert any associated claims and causes of
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action with respect to the Work, in either case contrary to Affirmer's
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express Statement of Purpose.
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4. Limitations and Disclaimers.
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a. No trademark or patent rights held by Affirmer are waived, abandoned,
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surrendered, licensed or otherwise affected by this document.
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b. Affirmer offers the Work as-is and makes no representations or
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warranties of any kind concerning the Work, express, implied,
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statutory or otherwise, including without limitation warranties of
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title, merchantability, fitness for a particular purpose, non
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infringement, or the absence of latent or other defects, accuracy, or
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the present or absence of errors, whether or not discoverable, all to
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the greatest extent permissible under applicable law.
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c. Affirmer disclaims responsibility for clearing rights of other persons
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that may apply to the Work or any use thereof, including without
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limitation any person's Copyright and Related Rights in the Work.
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Further, Affirmer disclaims responsibility for obtaining any necessary
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d. Affirmer understands and acknowledges that Creative Commons is not a
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party to this document and has no duty or obligation with respect to
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this CC0 or use of the Work.
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7
Makefile
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7
Makefile
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|||||||
|
export GOPATH = $(PWD)
|
||||||
|
|
||||||
|
gofmt-staged:
|
||||||
|
./gofmt-staged.sh
|
||||||
|
|
||||||
|
test: gofmt-staged
|
||||||
|
go test -v
|
7
README.md
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7
README.md
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|
|||||||
|
# go-dlib
|
||||||
|
|
||||||
|
Partial [dlib](https://github.com/davisking/dlib) bindings for Go.
|
||||||
|
|
||||||
|
## License
|
||||||
|
|
||||||
|
[CC0](COPYING).
|
6
dlib.go
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6
dlib.go
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|||||||
|
package dlib
|
||||||
|
|
||||||
|
// #cgo pkg-config: dlib-1
|
||||||
|
// #cgo CFLAGS: -Wall -O3 -march=native
|
||||||
|
// #cgo LDFLAGS: -lgif
|
||||||
|
import "C"
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42
error.go
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42
error.go
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|||||||
|
package dlib
|
||||||
|
|
||||||
|
// #include "facerec.h"
|
||||||
|
import "C"
|
||||||
|
|
||||||
|
type ImageLoadError string
|
||||||
|
|
||||||
|
func (e ImageLoadError) Error() string {
|
||||||
|
return string(e)
|
||||||
|
}
|
||||||
|
|
||||||
|
type SerializationError string
|
||||||
|
|
||||||
|
func (e SerializationError) Error() string {
|
||||||
|
return string(e)
|
||||||
|
}
|
||||||
|
|
||||||
|
type RecognizeError string
|
||||||
|
|
||||||
|
func (e RecognizeError) Error() string {
|
||||||
|
return string(e)
|
||||||
|
}
|
||||||
|
|
||||||
|
type UnknownError string
|
||||||
|
|
||||||
|
func (e UnknownError) Error() string {
|
||||||
|
return string(e)
|
||||||
|
}
|
||||||
|
|
||||||
|
// Construct Go error from passed error info.
|
||||||
|
func makeError(s string, code int) error {
|
||||||
|
switch code {
|
||||||
|
case C.IMAGE_LOAD_ERROR:
|
||||||
|
return ImageLoadError(s)
|
||||||
|
case C.SERIALIZATION_ERROR:
|
||||||
|
return SerializationError(s)
|
||||||
|
case C.RECOGNIZE_ERROR:
|
||||||
|
return RecognizeError(s)
|
||||||
|
default:
|
||||||
|
return UnknownError(s)
|
||||||
|
}
|
||||||
|
}
|
129
facerec.cc
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129
facerec.cc
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|
#include <dlib/dnn.h>
|
||||||
|
#include <dlib/image_io.h>
|
||||||
|
#include <dlib/image_processing/frontal_face_detector.h>
|
||||||
|
|
||||||
|
#include "facerec.h"
|
||||||
|
|
||||||
|
using namespace dlib;
|
||||||
|
|
||||||
|
template <template <int,template<typename>class,int,typename> class block, int N, template<typename>class BN, typename SUBNET>
|
||||||
|
using residual = add_prev1<block<N,BN,1,tag1<SUBNET>>>;
|
||||||
|
|
||||||
|
template <template <int,template<typename>class,int,typename> class block, int N, template<typename>class BN, typename SUBNET>
|
||||||
|
using residual_down = add_prev2<avg_pool<2,2,2,2,skip1<tag2<block<N,BN,2,tag1<SUBNET>>>>>>;
|
||||||
|
|
||||||
|
template <int N, template <typename> class BN, int stride, typename SUBNET>
|
||||||
|
using block = BN<con<N,3,3,1,1,relu<BN<con<N,3,3,stride,stride,SUBNET>>>>>;
|
||||||
|
|
||||||
|
template <int N, typename SUBNET> using ares = relu<residual<block,N,affine,SUBNET>>;
|
||||||
|
template <int N, typename SUBNET> using ares_down = relu<residual_down<block,N,affine,SUBNET>>;
|
||||||
|
|
||||||
|
template <typename SUBNET> using alevel0 = ares_down<256,SUBNET>;
|
||||||
|
template <typename SUBNET> using alevel1 = ares<256,ares<256,ares_down<256,SUBNET>>>;
|
||||||
|
template <typename SUBNET> using alevel2 = ares<128,ares<128,ares_down<128,SUBNET>>>;
|
||||||
|
template <typename SUBNET> using alevel3 = ares<64,ares<64,ares<64,ares_down<64,SUBNET>>>>;
|
||||||
|
template <typename SUBNET> using alevel4 = ares<32,ares<32,ares<32,SUBNET>>>;
|
||||||
|
|
||||||
|
using anet_type = loss_metric<fc_no_bias<128,avg_pool_everything<
|
||||||
|
alevel0<
|
||||||
|
alevel1<
|
||||||
|
alevel2<
|
||||||
|
alevel3<
|
||||||
|
alevel4<
|
||||||
|
max_pool<3,3,2,2,relu<affine<con<32,7,7,2,2,
|
||||||
|
input_rgb_image_sized<150>
|
||||||
|
>>>>>>>>>>>>;
|
||||||
|
|
||||||
|
typedef matrix<float,0,1> descriptor;
|
||||||
|
static const size_t DESCR_SIZE = 128 * sizeof(float);
|
||||||
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|
||||||
|
class FaceRec {
|
||||||
|
public:
|
||||||
|
FaceRec(const char* model_dir) {
|
||||||
|
detector_ = get_frontal_face_detector();
|
||||||
|
|
||||||
|
std::string dir = model_dir;
|
||||||
|
std::string shape_predictor_path = dir + "/shape_predictor_5_face_landmarks.dat";
|
||||||
|
std::string resnet_path = dir + "/dlib_face_recognition_resnet_model_v1.dat";
|
||||||
|
|
||||||
|
deserialize(shape_predictor_path) >> sp_;
|
||||||
|
deserialize(resnet_path) >> net_;
|
||||||
|
}
|
||||||
|
|
||||||
|
// TODO(Kagami): Jittering?
|
||||||
|
std::vector<descriptor> Recognize(const char* img_path) {
|
||||||
|
matrix<rgb_pixel> img;
|
||||||
|
load_image(img, img_path);
|
||||||
|
|
||||||
|
std::vector<matrix<rgb_pixel>> faces;
|
||||||
|
for (auto face : detector_(img)) {
|
||||||
|
auto shape = sp_(img, face);
|
||||||
|
matrix<rgb_pixel> face_chip;
|
||||||
|
extract_image_chip(img, get_face_chip_details(shape, 150, 0.25), face_chip);
|
||||||
|
faces.push_back(std::move(face_chip));
|
||||||
|
}
|
||||||
|
|
||||||
|
// Short circuit.
|
||||||
|
if (faces.size() == 0)
|
||||||
|
return {};
|
||||||
|
|
||||||
|
std::vector<descriptor> descriptors = net_(faces);
|
||||||
|
return descriptors;
|
||||||
|
}
|
||||||
|
private:
|
||||||
|
frontal_face_detector detector_;
|
||||||
|
shape_predictor sp_;
|
||||||
|
anet_type net_;
|
||||||
|
};
|
||||||
|
|
||||||
|
// Plain C interface for Go.
|
||||||
|
|
||||||
|
facerec* facerec_init(const char* model_dir) {
|
||||||
|
facerec* rec = (facerec*)calloc(1, sizeof(facerec));
|
||||||
|
try {
|
||||||
|
FaceRec* cls = new FaceRec(model_dir);
|
||||||
|
rec->cls = (void*)cls;
|
||||||
|
} catch(serialization_error& e) {
|
||||||
|
rec->err_str = strdup(e.what());
|
||||||
|
rec->err_code = SERIALIZATION_ERROR;
|
||||||
|
} catch (std::exception& e) {
|
||||||
|
rec->err_str = strdup(e.what());
|
||||||
|
rec->err_code = UNKNOWN_ERROR;
|
||||||
|
}
|
||||||
|
return rec;
|
||||||
|
}
|
||||||
|
|
||||||
|
faceret* facerec_recognize(facerec* rec, const char* img_path) {
|
||||||
|
faceret* ret = (faceret*)calloc(1, sizeof(faceret));
|
||||||
|
FaceRec* cls = (FaceRec*)(rec->cls);
|
||||||
|
try {
|
||||||
|
std::vector<descriptor> descriptors = cls->Recognize(img_path);
|
||||||
|
ret->num_faces = descriptors.size();
|
||||||
|
if (ret->num_faces == 0)
|
||||||
|
return ret;
|
||||||
|
ret->descriptors = (float*)malloc(ret->num_faces * DESCR_SIZE);
|
||||||
|
for (int i = 0; i < ret->num_faces; i++) {
|
||||||
|
void* dst = (uint8_t*)(ret->descriptors) + i * DESCR_SIZE;
|
||||||
|
void* src = (void*)&descriptors[i](0,0);
|
||||||
|
memcpy(dst, src, DESCR_SIZE);
|
||||||
|
}
|
||||||
|
} catch(image_load_error& e) {
|
||||||
|
ret->err_str = strdup(e.what());
|
||||||
|
ret->err_code = IMAGE_LOAD_ERROR;
|
||||||
|
} catch (std::exception& e) {
|
||||||
|
ret->err_str = strdup(e.what());
|
||||||
|
ret->err_code = UNKNOWN_ERROR;
|
||||||
|
}
|
||||||
|
return ret;
|
||||||
|
}
|
||||||
|
|
||||||
|
void facerec_free(facerec* rec) {
|
||||||
|
if (rec) {
|
||||||
|
if (rec->cls) {
|
||||||
|
FaceRec* cls = (FaceRec*)(rec->cls);
|
||||||
|
delete cls;
|
||||||
|
rec->cls = NULL;
|
||||||
|
}
|
||||||
|
free(rec);
|
||||||
|
}
|
||||||
|
}
|
77
facerec.go
Normal file
77
facerec.go
Normal file
@@ -0,0 +1,77 @@
|
|||||||
|
package dlib
|
||||||
|
|
||||||
|
// #include <stdlib.h>
|
||||||
|
// #include "facerec.h"
|
||||||
|
import "C"
|
||||||
|
import (
|
||||||
|
"unsafe"
|
||||||
|
)
|
||||||
|
|
||||||
|
const (
|
||||||
|
DESCR_LEN = 128
|
||||||
|
)
|
||||||
|
|
||||||
|
// Preinitialized extractor.
|
||||||
|
type FaceRec struct {
|
||||||
|
p *_Ctype_struct_facerec
|
||||||
|
}
|
||||||
|
|
||||||
|
// Face structure.
|
||||||
|
type Face struct {
|
||||||
|
Descriptor [DESCR_LEN]float32
|
||||||
|
}
|
||||||
|
|
||||||
|
func NewFaceRec(modelDir string) (rec *FaceRec, err error) {
|
||||||
|
cModelDir := C.CString(modelDir)
|
||||||
|
defer C.free(unsafe.Pointer(cModelDir))
|
||||||
|
p := C.facerec_init(cModelDir)
|
||||||
|
|
||||||
|
if p.err_str != nil {
|
||||||
|
defer C.facerec_free(p)
|
||||||
|
defer C.free(unsafe.Pointer(p.err_str))
|
||||||
|
err = makeError(C.GoString(p.err_str), int(p.err_code))
|
||||||
|
return
|
||||||
|
}
|
||||||
|
|
||||||
|
rec = &FaceRec{p}
|
||||||
|
return
|
||||||
|
}
|
||||||
|
|
||||||
|
// Extract faces from the provided image file.
|
||||||
|
// Empty list is returned if there are no faces, error is returned if
|
||||||
|
// there was some error while decoding/processing image.
|
||||||
|
func (rec *FaceRec) Recognize(imgPath string) (faces []*Face, err error) {
|
||||||
|
cImgPath := C.CString(imgPath)
|
||||||
|
defer C.free(unsafe.Pointer(cImgPath))
|
||||||
|
ret := C.facerec_recognize(rec.p, cImgPath)
|
||||||
|
defer C.free(unsafe.Pointer(ret))
|
||||||
|
|
||||||
|
if ret.err_str != nil {
|
||||||
|
defer C.free(unsafe.Pointer(ret.err_str))
|
||||||
|
err = makeError(C.GoString(ret.err_str), int(ret.err_code))
|
||||||
|
return
|
||||||
|
}
|
||||||
|
|
||||||
|
// No faces.
|
||||||
|
numFaces := int(ret.num_faces)
|
||||||
|
if numFaces == 0 {
|
||||||
|
return
|
||||||
|
}
|
||||||
|
|
||||||
|
// Copy descriptor data to Go structure.
|
||||||
|
defer C.free(unsafe.Pointer(ret.descriptors))
|
||||||
|
dataLen := numFaces * DESCR_LEN
|
||||||
|
dataPtr := unsafe.Pointer(ret.descriptors)
|
||||||
|
data := (*[1 << 30]float32)(dataPtr)[:dataLen:dataLen]
|
||||||
|
for i := 0; i < numFaces; i++ {
|
||||||
|
var face Face
|
||||||
|
copy(face.Descriptor[:], data[i*DESCR_LEN:(i+1)*DESCR_LEN])
|
||||||
|
faces = append(faces, &face)
|
||||||
|
}
|
||||||
|
return
|
||||||
|
}
|
||||||
|
|
||||||
|
func (rec *FaceRec) Close() {
|
||||||
|
C.facerec_free(rec.p)
|
||||||
|
rec.p = nil
|
||||||
|
}
|
33
facerec.h
Normal file
33
facerec.h
Normal file
@@ -0,0 +1,33 @@
|
|||||||
|
#pragma once
|
||||||
|
|
||||||
|
#ifdef __cplusplus
|
||||||
|
extern "C" {
|
||||||
|
#endif
|
||||||
|
|
||||||
|
typedef enum {
|
||||||
|
IMAGE_LOAD_ERROR,
|
||||||
|
SERIALIZATION_ERROR,
|
||||||
|
RECOGNIZE_ERROR,
|
||||||
|
UNKNOWN_ERROR,
|
||||||
|
} err_code;
|
||||||
|
|
||||||
|
typedef struct facerec {
|
||||||
|
void* cls;
|
||||||
|
const char* err_str;
|
||||||
|
err_code err_code;
|
||||||
|
} facerec;
|
||||||
|
|
||||||
|
typedef struct faceret {
|
||||||
|
float* descriptors;
|
||||||
|
int num_faces;
|
||||||
|
const char* err_str;
|
||||||
|
err_code err_code;
|
||||||
|
} faceret;
|
||||||
|
|
||||||
|
facerec* facerec_init(const char* model_dir);
|
||||||
|
faceret* facerec_recognize(facerec* rec, const char* img_path);
|
||||||
|
void facerec_free(facerec* rec);
|
||||||
|
|
||||||
|
#ifdef __cplusplus
|
||||||
|
}
|
||||||
|
#endif
|
21
facerec_test.go
Normal file
21
facerec_test.go
Normal file
@@ -0,0 +1,21 @@
|
|||||||
|
package dlib
|
||||||
|
|
||||||
|
import (
|
||||||
|
"testing"
|
||||||
|
)
|
||||||
|
|
||||||
|
func TestNumFaces(t *testing.T) {
|
||||||
|
rec, err := NewFaceRec("testdata")
|
||||||
|
if err != nil {
|
||||||
|
t.Fatalf("Can't init face recognizer: %v", err)
|
||||||
|
}
|
||||||
|
defer rec.Close()
|
||||||
|
faces, err := rec.Recognize("testdata/pristin.jpg")
|
||||||
|
if err != nil {
|
||||||
|
t.Fatalf("Can't recognize faces: %v", err)
|
||||||
|
}
|
||||||
|
numFaces := len(faces)
|
||||||
|
if err != nil || numFaces != 10 {
|
||||||
|
t.Fatalf("Wrong number of faces: %d", numFaces)
|
||||||
|
}
|
||||||
|
}
|
18
gofmt-staged.sh
Executable file
18
gofmt-staged.sh
Executable file
@@ -0,0 +1,18 @@
|
|||||||
|
#!/bin/sh
|
||||||
|
|
||||||
|
# https://github.com/edsrzf/gofmt-git-hook
|
||||||
|
IFS='
|
||||||
|
'
|
||||||
|
exitcode=0
|
||||||
|
for file in `git diff --cached --name-only --diff-filter=ACM | grep '\.go$'`
|
||||||
|
do
|
||||||
|
output=`gofmt -w "$file"`
|
||||||
|
if test -n "$output"
|
||||||
|
then
|
||||||
|
# any output is a syntax error
|
||||||
|
echo >&2 "$output"
|
||||||
|
exitcode=1
|
||||||
|
fi
|
||||||
|
git add "$file"
|
||||||
|
done
|
||||||
|
exit $exitcode
|
Reference in New Issue
Block a user