rvmncnn.cpp
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// Tencent is pleased to support the open source community by making ncnn available.
//
// Copyright (C) 2025 THL A29 Limited, a Tencent company. All rights reserved.
//
// Licensed under the BSD 3-Clause License (the "License"); you may not use this file except
// in compliance with the License. You may obtain a copy of the License at
//
// https://opensource.org/licenses/BSD-3-Clause
//
// Unless required by applicable law or agreed to in writing, software distributed
// under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
// CONDITIONS OF ANY KIND, either express or implied. See the License for the
// specific language governing permissions and limitations under the License.
#include <android/asset_manager_jni.h>
#include <android/bitmap.h>
#include <android/native_window_jni.h>
#include <android/native_window.h>
#include <android/log.h>
#include <jni.h>
#include <string>
#include <vector>
#include <cstring>
#include <platform.h>
#include <benchmark.h>
#include "rvm.h"
#include "ndkcamera.h"
#include <opencv2/core/core.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#if __ARM_NEON
#include <arm_neon.h>
#endif // __ARM_NEON
static int draw_unsupported(cv::Mat& rgb)
{
const char text[] = "unsupported";
int baseLine = 0;
cv::Size label_size = cv::getTextSize(text, cv::FONT_HERSHEY_SIMPLEX, 1.0, 1, &baseLine);
int y = (rgb.rows - label_size.height) / 2;
int x = (rgb.cols - label_size.width) / 2;
cv::rectangle(rgb, cv::Rect(cv::Point(x, y), cv::Size(label_size.width, label_size.height + baseLine)),
cv::Scalar(255, 255, 255), -1);
cv::putText(rgb, text, cv::Point(x, y + label_size.height),
cv::FONT_HERSHEY_SIMPLEX, 1.0, cv::Scalar(0, 0, 0));
return 0;
}
static int draw_fps(cv::Mat& rgb)
{
// resolve moving average
float avg_fps = 0.f;
{
static double t0 = 0.f;
static float fps_history[10] = {0.f};
double t1 = ncnn::get_current_time();
if (t0 == 0.f)
{
t0 = t1;
return 0;
}
float fps = 1000.f / (t1 - t0);
t0 = t1;
for (int i = 9; i >= 1; i--)
{
fps_history[i] = fps_history[i - 1];
}
fps_history[0] = fps;
if (fps_history[9] == 0.f)
{
return 0;
}
for (int i = 0; i < 10; i++)
{
avg_fps += fps_history[i];
}
avg_fps /= 10.f;
}
char text[32];
sprintf(text, "FPS=%.2f", avg_fps);
int baseLine = 0;
cv::Size label_size = cv::getTextSize(text, cv::FONT_HERSHEY_SIMPLEX, 0.5, 1, &baseLine);
int y = 0;
int x = rgb.cols - label_size.width;
cv::rectangle(rgb, cv::Rect(cv::Point(x, y), cv::Size(label_size.width, label_size.height + baseLine)),
cv::Scalar(255, 255, 255), -1);
cv::putText(rgb, text, cv::Point(x, y + label_size.height),
cv::FONT_HERSHEY_SIMPLEX, 0.5, cv::Scalar(0, 0, 0));
return 0;
}
static RVM* g_rvm = 0;
static ncnn::Mutex lock;
static InterFeatures g_feats;
class MyNdkCamera : public NdkCameraWindow
{
public:
virtual void on_image_render(cv::Mat& rgb) const;
};
void MyNdkCamera::on_image_render(cv::Mat& rgb) const
{
// rvm
{
ncnn::MutexLockGuard g(lock);
if (g_rvm)
{
cv::Mat fgr;
cv::Mat pha;
cv::Mat seg;
g_rvm->detect(rgb, g_feats, fgr, pha, seg);
g_rvm->draw(rgb, fgr, pha, seg);
}
else
{
draw_unsupported(rgb);
}
}
// overlay fps
draw_fps(rgb);
// enforce target output resolution 640x640 and 180-degree rotation
{
// resize to 640x640 if needed
if (rgb.cols != 640 || rgb.rows != 640)
{
cv::Mat resized;
cv::resize(rgb, resized, cv::Size(640, 640), 0, 0, cv::INTER_LINEAR);
resized.copyTo(rgb);
}
// rotate 180 degrees
cv::Mat rotated;
cv::rotate(rgb, rotated, cv::ROTATE_180);
rotated.copyTo(rgb);
}
}
static MyNdkCamera* g_camera = 0;
extern "C" {
JNIEXPORT jint JNI_OnLoad(JavaVM* vm, void* reserved)
{
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "JNI_OnLoad");
g_camera = new MyNdkCamera;
ncnn::create_gpu_instance();
return JNI_VERSION_1_4;
}
JNIEXPORT void JNI_OnUnload(JavaVM* vm, void* reserved)
{
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "JNI_OnUnload");
{
ncnn::MutexLockGuard g(lock);
delete g_rvm;
g_rvm = 0;
}
ncnn::destroy_gpu_instance();
delete g_camera;
g_camera = 0;
}
// public native boolean loadModel(AssetManager mgr, int modelid, int sizeid, int intrainterid, int postprocid, int cpugpu);
JNIEXPORT jboolean JNICALL Java_io_livekit_android_track_processing_video_RVMNcnn_loadModel(JNIEnv* env, jobject thiz, jobject assetManager, jint modelid, jint sizeid, jint intrainterid, jint postprocid, jint cpugpu)
{
if (modelid < 0 || modelid > 1 || sizeid < 0 || sizeid > 6 || intrainterid < 0 || intrainterid > 1 || postprocid < 0 || postprocid > 2 || cpugpu < 0 || cpugpu > 2)
{
return JNI_FALSE;
}
AAssetManager* mgr = AAssetManager_fromJava(env, assetManager);
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "loadModel %p", mgr);
const char* modeltypes[2] =
{
"mobilenetv3",
"resnet50"
};
const int sizetypes[7] =
{
256,
320,
384,
448,
512,
576,
640
};
std::string parampath = std::string("rvm_") + modeltypes[(int)modelid] + ".ncnn.param";
std::string modelpath = std::string("rvm_") + modeltypes[(int)modelid] + ".ncnn.bin";
bool use_gpu = (int)cpugpu == 1;
bool use_turnip = (int)cpugpu == 2;
// reload
{
ncnn::MutexLockGuard g(lock);
{
// reset inter feats
g_feats.r1.release();
g_feats.r2.release();
g_feats.r3.release();
g_feats.r4.release();
static int old_modelid = 0;
static int old_cpugpu = 0;
if (modelid != old_modelid || cpugpu != old_cpugpu)
{
// model or cpugpu changed
delete g_rvm;
g_rvm = 0;
}
old_modelid = modelid;
old_cpugpu = cpugpu;
ncnn::destroy_gpu_instance();
if (use_turnip)
{
ncnn::create_gpu_instance("libvulkan_freedreno.so");
}
else if (use_gpu)
{
ncnn::create_gpu_instance();
}
if (!g_rvm)
{
g_rvm = new RVM;
g_rvm->load(mgr, parampath.c_str(), modelpath.c_str(), use_gpu || use_turnip);
}
g_rvm->set_model_type((int)modelid);
g_rvm->set_target_size(sizetypes[(int)sizeid]);
g_rvm->set_intra_inter((int)intrainterid);
// deep
// fast
// seg
if (postprocid == 0)
g_rvm->set_postproc_mode(false, true, false);
if (postprocid == 1)
g_rvm->set_postproc_mode(false, false, true);
if (postprocid == 2)
g_rvm->set_postproc_mode(true, false, false);
}
}
return JNI_TRUE;
}
// duplicate loadModel for OpencvVideoProcessor
JNIEXPORT jboolean JNICALL Java_io_livekit_android_track_processing_video_OpencvVideoProcessor_loadModel(JNIEnv* env, jobject thiz, jobject assetManager, jint modelid, jint sizeid, jint intrainterid, jint postprocid, jint cpugpu)
{
if (modelid < 0 || modelid > 1 || sizeid < 0 || sizeid > 6 || intrainterid < 0 || intrainterid > 1 || postprocid < 0 || postprocid > 2 || cpugpu < 0 || cpugpu > 2)
{
return JNI_FALSE;
}
AAssetManager* mgr = AAssetManager_fromJava(env, assetManager);
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "loadModel %p (OpencvVideoProcessor)", mgr);
const char* modeltypes[2] =
{
"mobilenetv3",
"resnet50"
};
const int sizetypes[7] =
{
256,
320,
384,
448,
512,
576,
640
};
std::string parampath = std::string("rvm_") + modeltypes[(int)modelid] + ".ncnn.param";
std::string modelpath = std::string("rvm_") + modeltypes[(int)modelid] + ".ncnn.bin";
bool use_gpu = (int)cpugpu == 1;
bool use_turnip = (int)cpugpu == 2;
{
ncnn::MutexLockGuard g(lock);
{
// reset inter feats
g_feats.r1.release();
g_feats.r2.release();
g_feats.r3.release();
g_feats.r4.release();
static int old_modelid = 0;
static int old_cpugpu = 0;
if (modelid != old_modelid || cpugpu != old_cpugpu)
{
delete g_rvm;
g_rvm = 0;
}
old_modelid = modelid;
old_cpugpu = cpugpu;
ncnn::destroy_gpu_instance();
if (use_turnip)
{
ncnn::create_gpu_instance("libvulkan_freedreno.so");
}
else if (use_gpu)
{
ncnn::create_gpu_instance();
}
if (!g_rvm)
{
g_rvm = new RVM;
g_rvm->load(mgr, parampath.c_str(), modelpath.c_str(), use_gpu || use_turnip);
}
g_rvm->set_model_type((int)modelid);
g_rvm->set_target_size(sizetypes[(int)sizeid]);
g_rvm->set_intra_inter((int)intrainterid);
if (postprocid == 0)
g_rvm->set_postproc_mode(false, true, false);
if (postprocid == 1)
g_rvm->set_postproc_mode(false, false, true);
if (postprocid == 2)
g_rvm->set_postproc_mode(true, false, false);
}
}
return JNI_TRUE;
}
// public native boolean openCamera(int facing);
JNIEXPORT jboolean JNICALL Java_io_livekit_android_track_processing_video_RVMNcnn_openCamera(JNIEnv* env, jobject thiz, jint facing)
{
if (facing < 0 || facing > 1)
return JNI_FALSE;
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "openCamera %d", facing);
g_camera->open((int)facing);
return JNI_TRUE;
}
// public native boolean closeCamera();
JNIEXPORT jboolean JNICALL Java_io_livekit_android_track_processing_video_RVMNcnn_closeCamera(JNIEnv* env, jobject thiz)
{
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "closeCamera");
g_camera->close();
return JNI_TRUE;
}
// public native boolean setOutputWindow(Surface surface);
JNIEXPORT jboolean JNICALL Java_io_livekit_android_track_processing_video_RVMNcnn_setOutputWindow(JNIEnv* env, jobject thiz, jobject surface)
{
ANativeWindow* win = ANativeWindow_fromSurface(env, surface);
__android_log_print(ANDROID_LOG_DEBUG, "ncnn", "setOutputWindow %p", win);
// Set buffer geometry to 640x640, keep current format (0)
ANativeWindow_setBuffersGeometry(win, 640, 640, 0);
g_camera->set_window(win);
return JNI_TRUE;
}
// public native boolean setBackgroundImage(Bitmap bitmap);
JNIEXPORT jboolean JNICALL Java_io_livekit_android_track_processing_video_RVMNcnn_setBackgroundImage(JNIEnv* env, jobject thiz, jobject bitmap)
{
if (!bitmap)
{
ncnn::MutexLockGuard g(lock);
if (g_rvm)
{
g_rvm->clear_background_image();
}
return JNI_TRUE;
}
AndroidBitmapInfo info;
if (AndroidBitmap_getInfo(env, bitmap, &info) < 0)
{
return JNI_FALSE;
}
if (info.format != ANDROID_BITMAP_FORMAT_RGBA_8888 && info.format != ANDROID_BITMAP_FORMAT_RGB_565)
{
return JNI_FALSE;
}
void* pixels;
if (AndroidBitmap_lockPixels(env, bitmap, &pixels) < 0)
{
return JNI_FALSE;
}
cv::Mat mat;
if (info.format == ANDROID_BITMAP_FORMAT_RGBA_8888)
{
mat = cv::Mat(info.height, info.width, CV_8UC4, pixels);
}
else if (info.format == ANDROID_BITMAP_FORMAT_RGB_565)
{
mat = cv::Mat(info.height, info.width, CV_8UC2, pixels);
cv::cvtColor(mat, mat, cv::COLOR_BGR5652BGR);
}
cv::Mat background_bgr;
if (mat.channels() == 4)
{
cv::cvtColor(mat, background_bgr, cv::COLOR_RGBA2BGR);
}
else
{
background_bgr = mat.clone();
}
AndroidBitmap_unlockPixels(env, bitmap);
{
ncnn::MutexLockGuard g(lock);
if (g_rvm)
{
g_rvm->set_background_image(background_bgr);
}
}
return JNI_TRUE;
}
// public native boolean processFrame(long rgbaAddr, int width, int height, int rotation);
JNIEXPORT jboolean JNICALL Java_io_livekit_android_track_processing_video_RVMNcnn_processFrame(JNIEnv* env, jobject thiz, jlong rgbaAddr, jint width, jint height, jint rotation)
{
cv::Mat* rgba = (cv::Mat*)rgbaAddr;
if (rgba == nullptr || rgba->empty()) {
return JNI_FALSE;
}
ncnn::MutexLockGuard g(lock);
if (g_rvm)
{
cv::Mat input = *rgba;
// 根据旋转角度处理图像
cv::Mat rotated;
if (rotation == 90) {
cv::rotate(input, rotated, cv::ROTATE_90_CLOCKWISE);
} else if (rotation == 180) {
cv::rotate(input, rotated, cv::ROTATE_180);
} else if (rotation == 270) {
cv::rotate(input, rotated, cv::ROTATE_90_COUNTERCLOCKWISE);
} else {
rotated = input;
}
cv::Mat fgr;
cv::Mat pha;
cv::Mat seg;
// 处理图像
g_rvm->detect(rotated, g_feats, fgr, pha, seg);
// 应用虚拟背景(这里使用绿色背景作为示例)
cv::Mat result;
g_rvm->draw(rotated, fgr, pha, seg);
// 将结果复制回原矩阵
if (rotation == 90) {
cv::rotate(rotated, result, cv::ROTATE_90_COUNTERCLOCKWISE);
result.copyTo(*rgba);
} else if (rotation == 180) {
cv::rotate(rotated, result, cv::ROTATE_180);
result.copyTo(*rgba);
} else if (rotation == 270) {
cv::rotate(rotated, result, cv::ROTATE_90_CLOCKWISE);
result.copyTo(*rgba);
} else {
rotated.copyTo(*rgba);
}
return JNI_TRUE;
}
return JNI_FALSE;
}
// process I420 in/out without Java-side OpenCV
// signature: Java_io_livekit_android_track_processing_video_OpencvVideoProcessor_processI420ToI420
JNIEXPORT jboolean JNICALL Java_io_livekit_android_track_processing_video_OpencvVideoProcessor_processI420ToI420(
JNIEnv* env, jclass,
jobject yBuf, jint yStride,
jobject uBuf, jint uStride,
jobject vBuf, jint vStride,
jint width, jint height, jint rotation,
jobject outYBuf, jint outYStride,
jobject outUBuf, jint outUStride,
jobject outVBuf, jint outVStride)
{
if (!yBuf || !uBuf || !vBuf || !outYBuf || !outUBuf || !outVBuf || width <= 0 || height <= 0)
return JNI_FALSE;
uint8_t* yPtr = (uint8_t*)env->GetDirectBufferAddress(yBuf);
uint8_t* uPtr = (uint8_t*)env->GetDirectBufferAddress(uBuf);
uint8_t* vPtr = (uint8_t*)env->GetDirectBufferAddress(vBuf);
uint8_t* outYPtr = (uint8_t*)env->GetDirectBufferAddress(outYBuf);
uint8_t* outUPtr = (uint8_t*)env->GetDirectBufferAddress(outUBuf);
uint8_t* outVPtr = (uint8_t*)env->GetDirectBufferAddress(outVBuf);
if (!yPtr || !uPtr || !vPtr || !outYPtr || !outUPtr || !outVPtr)
return JNI_FALSE;
// Pack input planes with stride into a contiguous I420 buffer
const int yH = height;
const int uvH = height / 2;
const int yW = width;
const int uvW = width / 2;
const int ySize = yW * yH;
const int uSize = uvW * uvH;
const int vSize = uvW * uvH;
std::vector<uint8_t> i420_in(ySize + uSize + vSize);
uint8_t* inY = i420_in.data();
uint8_t* inU = inY + ySize;
uint8_t* inV = inU + uSize;
for (int r = 0; r < yH; ++r) {
memcpy(inY + r * yW, yPtr + r * yStride, yW);
}
for (int r = 0; r < uvH; ++r) {
memcpy(inU + r * uvW, uPtr + r * uStride, uvW);
memcpy(inV + r * uvW, vPtr + r * vStride, uvW);
}
// Wrap as a single-channel Mat (H + H/2) x W and convert to BGR
cv::Mat i420_mat(height + height / 2, width, CV_8UC1, i420_in.data());
cv::Mat rgb;
cv::cvtColor(i420_mat, rgb, cv::COLOR_YUV2RGB_I420);
// Rotate to upright orientation for the model
if (rotation == 90) {
cv::rotate(rgb, rgb, cv::ROTATE_90_CLOCKWISE);
} else if (rotation == 180) {
cv::rotate(rgb, rgb, cv::ROTATE_180);
} else if (rotation == 270) {
cv::rotate(rgb, rgb, cv::ROTATE_90_COUNTERCLOCKWISE);
}
// Process with RVM
{
ncnn::MutexLockGuard g(lock);
if (g_rvm) {
cv::Mat fgr, pha, seg;
g_rvm->detect(rgb, g_feats, fgr, pha, seg);
g_rvm->draw(rgb, fgr, pha, seg);
} else {
draw_unsupported(rgb);
}
}
// Rotate back to original orientation before returning to I420
if (rotation == 90) {
cv::rotate(rgb, rgb, cv::ROTATE_90_COUNTERCLOCKWISE);
} else if (rotation == 180) {
cv::rotate(rgb, rgb, cv::ROTATE_180);
} else if (rotation == 270) {
cv::rotate(rgb, rgb, cv::ROTATE_90_CLOCKWISE);
}
// Convert back to I420
cv::Mat i420_out;
cv::cvtColor(rgb, i420_out, cv::COLOR_RGB2YUV_I420);
if (i420_out.empty() || i420_out.cols != width || i420_out.rows != height + height / 2)
return JNI_FALSE;
const uint8_t* outBase = i420_out.ptr<uint8_t>(0);
const uint8_t* srcY = outBase;
const uint8_t* srcU = srcY + ySize;
const uint8_t* srcV = srcU + uSize;
// Write back to output planes honoring strides
for (int r = 0; r < yH; ++r) {
memcpy(outYPtr + r * outYStride, srcY + r * yW, yW);
}
for (int r = 0; r < uvH; ++r) {
memcpy(outUPtr + r * outUStride, srcU + r * uvW, uvW);
memcpy(outVPtr + r * outVStride, srcV + r * uvW, uvW);
}
// We ignore input 'rotation' here and unify to 180 at Java metadata level
(void)rotation;
return JNI_TRUE;
}
}