return MEDIA_VISION_ERROR_NONE;
}
-int perform_tflite_mobilenetv1ssd_face(mv_engine_config_h *engine_cfg)
+int perform_tflite_mobilenetv1ssd_face(mv_engine_config_h handle)
{
- int err = MEDIA_VISION_ERROR_NONE;
-
- mv_engine_config_h handle = NULL;
- err = mv_create_engine_config(&handle);
- if (err != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to create engine configuration handle.\n");
- if (handle) {
- int err2 = mv_destroy_engine_config(handle);
- if (err2 != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to destroy engine configuration.\n");
- }
- }
- return err;
- }
-
- const char *inputNodeName = "normalized_input_image_tensor";
- const char *outputNodeName[] = { "TFLite_Detection_PostProcess",
- "TFLite_Detection_PostProcess:1",
- "TFLite_Detection_PostProcess:2",
- "TFLite_Detection_PostProcess:3" };
-
- mv_engine_config_set_string_attribute(
- handle, MV_INFERENCE_MODEL_WEIGHT_FILE_PATH, FD_TFLITE_WEIGHT_PATH);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_INPUT_DATA_TYPE,
- MV_INFERENCE_DATA_FLOAT32);
-
- mv_engine_config_set_double_attribute(handle, MV_INFERENCE_MODEL_MEAN_VALUE,
- 127.5);
-
- mv_engine_config_set_double_attribute(handle, MV_INFERENCE_MODEL_STD_VALUE,
- 127.5);
-
- mv_engine_config_set_double_attribute(
- handle, MV_INFERENCE_CONFIDENCE_THRESHOLD, 0.3);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_BACKEND_TYPE,
- MV_INFERENCE_BACKEND_TFLITE);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_TARGET_TYPE,
- MV_INFERENCE_TARGET_CPU);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_INPUT_TENSOR_WIDTH,
- 300);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_INPUT_TENSOR_HEIGHT,
- 300);
-
- mv_engine_config_set_int_attribute(handle,
- MV_INFERENCE_INPUT_TENSOR_CHANNELS, 3);
-
- mv_engine_config_set_string_attribute(handle, MV_INFERENCE_INPUT_NODE_NAME,
- inputNodeName);
-
- mv_engine_config_set_array_string_attribute(
- handle, MV_INFERENCE_OUTPUT_NODE_NAMES, outputNodeName, 4);
-
- *engine_cfg = handle;
- return err;
-}
-
-int perform_opencv_resnet10ssd_face(mv_engine_config_h *engine_cfg)
-{
- int err = MEDIA_VISION_ERROR_NONE;
-
- mv_engine_config_h handle = NULL;
- err = mv_create_engine_config(&handle);
- if (err != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to create engine configuration handle.\n");
- if (handle) {
- int err2 = mv_destroy_engine_config(handle);
- if (err2 != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to destroy engine configuration.\n");
- }
- }
- return err;
- }
-
- const char *inputNodeName = "data";
- const char *outputNodeName[] = { "detection_out" };
-
- mv_engine_config_set_string_attribute(handle,
- MV_INFERENCE_MODEL_WEIGHT_FILE_PATH,
- FD_OPENCV_WEIGHT_CAFFE_PATH);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_INPUT_DATA_TYPE,
- MV_INFERENCE_DATA_FLOAT32);
-
- mv_engine_config_set_string_attribute(
- handle, MV_INFERENCE_MODEL_CONFIGURATION_FILE_PATH,
- FD_OPENCV_CONFIG_CAFFE_PATH);
-
- mv_engine_config_set_double_attribute(handle, MV_INFERENCE_MODEL_MEAN_VALUE,
- 135.7);
-
- mv_engine_config_set_double_attribute(handle, MV_INFERENCE_MODEL_STD_VALUE,
- 1.0);
-
- mv_engine_config_set_double_attribute(
- handle, MV_INFERENCE_CONFIDENCE_THRESHOLD, 0.3);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_BACKEND_TYPE,
- MV_INFERENCE_BACKEND_OPENCV);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_TARGET_TYPE,
- MV_INFERENCE_TARGET_CPU);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_INPUT_TENSOR_WIDTH,
- 300);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_INPUT_TENSOR_HEIGHT,
- 300);
-
- mv_engine_config_set_int_attribute(handle,
- MV_INFERENCE_INPUT_TENSOR_CHANNELS, 3);
-
- mv_engine_config_set_string_attribute(handle, MV_INFERENCE_INPUT_NODE_NAME,
- inputNodeName);
-
- mv_engine_config_set_array_string_attribute(
- handle, MV_INFERENCE_OUTPUT_NODE_NAMES, outputNodeName, 1);
-
- *engine_cfg = handle;
- return err;
-}
-
-int perform_armnn_mobilenetv1ssd_face(mv_engine_config_h *engine_cfg)
-{
- int err = MEDIA_VISION_ERROR_NONE;
-
- mv_engine_config_h handle = NULL;
- err = mv_create_engine_config(&handle);
- if (err != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to create engine configuration handle.\n");
- if (handle) {
- int err2 = mv_destroy_engine_config(handle);
- if (err2 != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to destroy engine configuration.\n");
- }
- }
- return err;
- }
-
const char *inputNodeName = "normalized_input_image_tensor";
const char *outputNodeName[] = { "TFLite_Detection_PostProcess",
- "TFLite_Detection_PostProcess:1",
- "TFLite_Detection_PostProcess:2",
- "TFLite_Detection_PostProcess:3" };
-
- mv_engine_config_set_string_attribute(
- handle, MV_INFERENCE_MODEL_WEIGHT_FILE_PATH, FD_TFLITE_WEIGHT_PATH);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_INPUT_DATA_TYPE,
- MV_INFERENCE_DATA_FLOAT32);
-
- mv_engine_config_set_double_attribute(handle, MV_INFERENCE_MODEL_MEAN_VALUE,
- 127.5);
-
- mv_engine_config_set_double_attribute(handle, MV_INFERENCE_MODEL_STD_VALUE,
- 127.5);
-
- mv_engine_config_set_double_attribute(
- handle, MV_INFERENCE_CONFIDENCE_THRESHOLD, 0.3);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_BACKEND_TYPE,
- MV_INFERENCE_BACKEND_ARMNN);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_TARGET_TYPE,
- MV_INFERENCE_TARGET_CPU);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_INPUT_TENSOR_WIDTH,
- 300);
-
- mv_engine_config_set_int_attribute(handle, MV_INFERENCE_INPUT_TENSOR_HEIGHT,
- 300);
-
- mv_engine_config_set_int_attribute(handle,
- MV_INFERENCE_INPUT_TENSOR_CHANNELS, 3);
-
- mv_engine_config_set_string_attribute(handle, MV_INFERENCE_INPUT_NODE_NAME,
- inputNodeName);
-
- mv_engine_config_set_array_string_attribute(
- handle, MV_INFERENCE_OUTPUT_NODE_NAMES, outputNodeName, 4);
-
- *engine_cfg = handle;
- return err;
-}
-
-int perform_hosted_tflite_mobilenetv1ssd_300_config_face(mv_engine_config_h *engine_cfg)
-{
- int err = MEDIA_VISION_ERROR_NONE;
-
- mv_engine_config_h handle = NULL;
- err = mv_create_engine_config(&handle);
- if (err != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to create engine configuration handle.\n");
- if (handle) {
- int err2 = mv_destroy_engine_config(handle);
- if (err2 != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to destroy engine configuration.\n");
- }
- }
- return err;
- }
-
- mv_engine_config_set_string_attribute(
- handle, MV_INFERENCE_MODEL_WEIGHT_FILE_PATH,
- FD_TFLITE_WEIGHT_MOBILENET_V1_SSD_300_PATH);
-
- mv_engine_config_set_int_attribute(
- handle, MV_INFERENCE_BACKEND_TYPE,
- MV_INFERENCE_BACKEND_TFLITE);
-
- mv_engine_config_set_int_attribute(
- handle, MV_INFERENCE_TARGET_TYPE,
- MV_INFERENCE_TARGET_CPU);
-
- *engine_cfg = handle;
- return err;
-}
-
-int perform_hosted_tflite_blazeface_128_config_face(mv_engine_config_h *engine_cfg)
-{
- int err = MEDIA_VISION_ERROR_NONE;
-
- mv_engine_config_h handle = NULL;
- err = mv_create_engine_config(&handle);
- if (err != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to create engine configuration handle.\n");
- if (handle) {
- int err2 = mv_destroy_engine_config(handle);
- if (err2 != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to destroy engine configuration.\n");
- }
- }
- return err;
- }
-
- mv_engine_config_set_string_attribute(
- handle, MV_INFERENCE_MODEL_WEIGHT_FILE_PATH,
- FD_TFLITE_WEIGHT_BLAZEFACE_128_PATH);
-
- mv_engine_config_set_int_attribute(
- handle, MV_INFERENCE_BACKEND_TYPE,
- MV_INFERENCE_BACKEND_TFLITE);
-
- mv_engine_config_set_int_attribute(
- handle, MV_INFERENCE_TARGET_TYPE,
- MV_INFERENCE_TARGET_CPU);
-
- *engine_cfg = handle;
- return err;
-}
-
-int perform_face_detection()
-{
- int err = MEDIA_VISION_ERROR_NONE;
-
- int sel_opt = 0;
- const char *names[] = { "Configuration",
- "TFLite(CPU) + MobileNetV1 + SSD",
- "OPENCV(CPU) + Resnet10 + SSD",
- "ARMNN(CPU) + MobileNetV1 + SSD",
- "Hosted: TFLite(cpu + MobilenetV1+SSD)",
- "Hosted: TFLite(cpu + BlazeFace)",
- "Prepare",
- "Run",
- "Back" };
-
- mv_engine_config_h engine_cfg = NULL;
- mv_inference_h infer = NULL;
- mv_source_h mvSource = NULL;
-
- while (sel_opt == 0) {
- sel_opt =
- show_menu_linear("Select Action:", names, ARRAY_SIZE(names));
- switch (sel_opt) {
- case 1: {
- //perform configuration
- if (engine_cfg) {
- int err2 = mv_destroy_engine_config(engine_cfg);
- if (err2 != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy engine_cfg [err:%i]\n", err2);
- engine_cfg = NULL;
- }
-
- err = perform_configuration(&engine_cfg);
- } break;
- case 2: {
- //perform TFlit Mobilenetv1ssd config
- if (engine_cfg) {
- int err2 = mv_destroy_engine_config(engine_cfg);
- if (err2 != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy engine_cfg [err:%i]\n", err2);
- engine_cfg = NULL;
- }
-
- err = perform_tflite_mobilenetv1ssd_face(&engine_cfg);
- } break;
- case 3: {
- //perform Opencv resenet10ssd config
- if (engine_cfg) {
- int err2 = mv_destroy_engine_config(engine_cfg);
- if (err2 != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy engine_cfg [err:%i]\n", err2);
- }
-
- err = perform_opencv_resnet10ssd_face(&engine_cfg);
- } break;
- case 4: {
- //perform Armnn Mobilenetv1ssd config
- if (engine_cfg) {
- int err2 = mv_destroy_engine_config(engine_cfg);
- if (err2 != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy engine_cfg [err:%i]\n", err2);
- }
-
- err = perform_armnn_mobilenetv1ssd_face(&engine_cfg);
- } break;
- case 5: {
- //perform hosted TFlite Mobilenetv1ssd config
- if (engine_cfg) {
- int err2 = mv_destroy_engine_config(engine_cfg);
- if (err2 != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy engine_cfg [err:%i]\n", err2);
- engine_cfg = NULL;
- }
-
- err = perform_hosted_tflite_mobilenetv1ssd_300_config_face(&engine_cfg);
- } break;
- case 6: {
- //perform hosted TFlite blazeface config
- if (engine_cfg) {
- int err2 = mv_destroy_engine_config(engine_cfg);
- if (err2 != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy engine_cfg [err:%i]\n", err2);
- engine_cfg = NULL;
- }
-
- err = perform_hosted_tflite_blazeface_128_config_face(&engine_cfg);
- } break;
- case 7: {
- // create - configure - prepare
- if (infer) {
- int err2 = mv_inference_destroy(infer);
- if (err2 != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy inference handle [err:%i]\n", err2);
- infer = NULL;
- }
-
- // inference
- // create handle
- err = mv_inference_create(&infer);
- if (err != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to create inference handle [err:%i]\n", err);
- break;
- }
-
- //configure
- err = mv_inference_configure(infer, engine_cfg);
- if (err != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to configure inference handle [err:%i]\n", err);
- break;
- }
+ "TFLite_Detection_PostProcess:1",
+ "TFLite_Detection_PostProcess:2",
+ "TFLite_Detection_PostProcess:3" };
- //prepare
- err = mv_inference_prepare(infer);
- if (err != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to prepare inference handle");
- break;
- }
- } break;
- case 8: {
- if (mvSource) {
- int err2 = mv_destroy_source(mvSource);
- if (err2 != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy mvSource\n");
- mvSource = NULL;
- }
-
- char *in_file_name = NULL;
- /* Load media source */
- while (input_string("Input file name to be inferred:", 1024,
- &(in_file_name)) == -1)
- printf("Incorrect input! Try again.\n");
-
- err = mv_create_source(&mvSource);
- if (err != MEDIA_VISION_ERROR_NONE) {
- printf("Fail to create mvSource.\n");
- free(in_file_name);
- break;
- }
-
- err = load_mv_source_from_file(in_file_name, mvSource);
- if (err != MEDIA_VISION_ERROR_NONE) {
- int err2 = mv_destroy_source(mvSource);
- if (err2 != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy mvSource. error code:%i\n", err2);
- mvSource = NULL;
- free(in_file_name);
- break;
- }
- free(in_file_name);
-
- struct timespec s_tspec;
- struct timespec e_tspec;
-
- clock_gettime(CLOCK_MONOTONIC, &s_tspec);
-
- // Object Detect
- err = mv_inference_face_detect(mvSource, infer, _face_detected_cb,
- NULL);
-
- clock_gettime(CLOCK_MONOTONIC, &e_tspec);
+ RET_IF_FAIL(engine_config_hosted_tflite_cpu(handle, FD_TFLITE_WEIGHT_PATH));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_DATA_TYPE, MV_INFERENCE_DATA_FLOAT32));
+ RET_IF_FAIL(mv_engine_config_set_double_attribute(
+ handle, MV_INFERENCE_MODEL_MEAN_VALUE, 127.5));
+ RET_IF_FAIL(mv_engine_config_set_double_attribute(
+ handle, MV_INFERENCE_MODEL_STD_VALUE, 127.5));
+ RET_IF_FAIL(mv_engine_config_set_double_attribute(
+ handle, MV_INFERENCE_CONFIDENCE_THRESHOLD, 0.3));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_TENSOR_WIDTH, 300));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_TENSOR_HEIGHT, 300));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_TENSOR_CHANNELS, 3));
+ RET_IF_FAIL(mv_engine_config_set_string_attribute(
+ handle, MV_INFERENCE_INPUT_NODE_NAME, inputNodeName));
+ RET_IF_FAIL(mv_engine_config_set_array_string_attribute(
+ handle, MV_INFERENCE_OUTPUT_NODE_NAMES, outputNodeName, 4));
+ return MEDIA_VISION_ERROR_NONE;
+}
- struct timespec diffspec = diff(s_tspec, e_tspec);
- unsigned long timeDiff = gettotalmillisec(diffspec);
- printf("elapsed time : %lu(ms)\n", timeDiff);
- } break;
- case 9: {
- //perform destroy
- if (engine_cfg) {
- err = mv_destroy_engine_config(engine_cfg);
- if (err != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy engine_cfg [err:%i]\n", err);
- engine_cfg = NULL;
- }
+int perform_opencv_resnet10ssd_face(mv_engine_config_h handle)
+{
+ const char *inputNodeName = "data";
+ const char *outputNodeName[] = { "detection_out" };
- if (infer) {
- err = mv_inference_destroy(infer);
- if (err != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy inference handle [err:%i]\n", err);
- infer = NULL;
- }
+ RET_IF_FAIL(mv_engine_config_set_string_attribute(
+ handle, MV_INFERENCE_MODEL_WEIGHT_FILE_PATH,
+ FD_OPENCV_WEIGHT_CAFFE_PATH));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_DATA_TYPE, MV_INFERENCE_DATA_FLOAT32));
+ RET_IF_FAIL(mv_engine_config_set_string_attribute(
+ handle, MV_INFERENCE_MODEL_CONFIGURATION_FILE_PATH,
+ FD_OPENCV_CONFIG_CAFFE_PATH));
+ RET_IF_FAIL(mv_engine_config_set_double_attribute(
+ handle, MV_INFERENCE_MODEL_MEAN_VALUE, 135.7));
+ RET_IF_FAIL(mv_engine_config_set_double_attribute(
+ handle, MV_INFERENCE_MODEL_STD_VALUE, 1.0));
+ RET_IF_FAIL(mv_engine_config_set_double_attribute(
+ handle, MV_INFERENCE_CONFIDENCE_THRESHOLD, 0.3));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_BACKEND_TYPE, MV_INFERENCE_BACKEND_OPENCV));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_TARGET_TYPE, MV_INFERENCE_TARGET_CPU));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_TENSOR_WIDTH, 300));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_TENSOR_HEIGHT, 300));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_TENSOR_CHANNELS, 3));
+ RET_IF_FAIL(mv_engine_config_set_string_attribute(
+ handle, MV_INFERENCE_INPUT_NODE_NAME, inputNodeName));
+ RET_IF_FAIL(mv_engine_config_set_array_string_attribute(
+ handle, MV_INFERENCE_OUTPUT_NODE_NAMES, outputNodeName, 1));
+ return MEDIA_VISION_ERROR_NONE;
+}
- if (mvSource) {
- err = mv_destroy_source(mvSource);
- if (err != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy mvSource [err:%i]\n", err);
- mvSource = NULL;
- }
- } break;
- default:
- printf("Invalid option.\n");
- sel_opt = 0;
- continue;
- }
+int perform_armnn_mobilenetv1ssd_face(mv_engine_config_h handle)
+{
+ const char *inputNodeName = "normalized_input_image_tensor";
+ const char *outputNodeName[] = { "TFLite_Detection_PostProcess",
+ "TFLite_Detection_PostProcess:1",
+ "TFLite_Detection_PostProcess:2",
+ "TFLite_Detection_PostProcess:3" };
- int do_another = 0;
- if (err != MEDIA_VISION_ERROR_NONE) {
- printf("ERROR: Action is finished with error code:%i\n", err);
- }
+ RET_IF_FAIL(mv_engine_config_set_string_attribute(
+ handle, MV_INFERENCE_MODEL_WEIGHT_FILE_PATH,
+ FD_TFLITE_WEIGHT_PATH));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_DATA_TYPE, MV_INFERENCE_DATA_FLOAT32));
+ RET_IF_FAIL(mv_engine_config_set_double_attribute(
+ handle, MV_INFERENCE_MODEL_MEAN_VALUE, 127.5));
+ RET_IF_FAIL(mv_engine_config_set_double_attribute(
+ handle, MV_INFERENCE_MODEL_STD_VALUE, 127.5));
+ RET_IF_FAIL(mv_engine_config_set_double_attribute(
+ handle, MV_INFERENCE_CONFIDENCE_THRESHOLD, 0.3));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_BACKEND_TYPE, MV_INFERENCE_BACKEND_ARMNN));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_TARGET_TYPE, MV_INFERENCE_TARGET_CPU));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_TENSOR_WIDTH, 300));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_TENSOR_HEIGHT, 300));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_TENSOR_CHANNELS, 3));
+ RET_IF_FAIL(mv_engine_config_set_string_attribute(
+ handle, MV_INFERENCE_INPUT_NODE_NAME, inputNodeName));
+ RET_IF_FAIL(mv_engine_config_set_array_string_attribute(
+ handle, MV_INFERENCE_OUTPUT_NODE_NAMES, outputNodeName, 4));
+ return MEDIA_VISION_ERROR_NONE;
+}
- sel_opt = 0;
- while (sel_opt == 0) {
- sel_opt = show_menu_yes_or_no("Run Face Detection again?:");
- switch (sel_opt) {
- case 1:
- do_another = 1;
- break;
- case 2:
- do_another = 0;
- break;
- default:
- printf("Invalid option.\n");
- sel_opt = 0;
- }
- }
+int perform_face_detection()
+{
+ int err = MEDIA_VISION_ERROR_NONE;
+ mv_engine_config_h engine_cfg = NULL;
+ const char *names[] = {
+ "TFLite(CPU) + MobileNetV1 + SSD",
+ "OPENCV(CPU) + Resnet10 + SSD",
+ "ARMNN(CPU) + MobileNetV1 + SSD",
+ "Hosted: TFLite(cpu + MobilenetV1+SSD)",
+ "Hosted: TFLite(cpu + BlazeFace)",
+ };
- sel_opt = (do_another == 1) ? 0 : 1;
+ int sel_opt = show_menu_linear("Select Action:", names, ARRAY_SIZE(names));
+ if (sel_opt <= 0 || sel_opt > ARRAY_SIZE(names)) {
+ printf("Invalid option");
+ return -1;
}
- if (engine_cfg) {
- err = mv_destroy_engine_config(engine_cfg);
- if (err != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy engine_cfg [err:%i]\n", err);
- engine_cfg = NULL;
- }
+ RET_IF_FAIL(mv_create_engine_config(&engine_cfg));
- if (infer) {
- err = mv_inference_destroy(infer);
- if (err != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy inference handle [err:%i]\n", err);
- infer = NULL;
+ switch (sel_opt) {
+ case 1: {
+ err = perform_tflite_mobilenetv1ssd_face(engine_cfg);
+ } break;
+ case 2: {
+ err = perform_opencv_resnet10ssd_face(engine_cfg);
+ } break;
+ case 3: {
+ err = perform_armnn_mobilenetv1ssd_face(engine_cfg);
+ } break;
+ case 4: {
+ err = engine_config_hosted_tflite_cpu(
+ engine_cfg, FD_TFLITE_WEIGHT_MOBILENET_V1_SSD_300_PATH);
+ } break;
+ case 5: {
+ err = engine_config_hosted_tflite_cpu(
+ engine_cfg, FD_TFLITE_WEIGHT_BLAZEFACE_128_PATH);
+ } break;
}
-
- if (mvSource) {
- err = mv_destroy_source(mvSource);
- if (err != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy mvSource [err:%i]\n", err);
- mvSource = NULL;
+ if (err != MEDIA_VISION_ERROR_NONE) {
+ printf("Fail to perform config [err:%i]\n", err);
+ goto clean_face_engine;
}
- return MEDIA_VISION_ERROR_NONE;
+ err = mv_inference_task_helper(engine_cfg, TASK_FD);
+ if (err != MEDIA_VISION_ERROR_NONE)
+ printf("Fail to detect with engine [err:%i]\n", err);
+
+clean_face_engine:
+ RET_IF_FAIL(mv_destroy_engine_config(engine_cfg));
+ return err;
}
int perform_tflite_TweakCNN(mv_engine_config_h handle)
goto clean_facial_landmark_engine;
}
- RET_IF_FAIL(mv_inference_task_helper(engine_cfg, TASK_FLD));
+ err = mv_inference_task_helper(engine_cfg, TASK_FLD);
+ if (err != MEDIA_VISION_ERROR_NONE)
+ printf("Fail to detect with engine [err:%i]\n", err);
clean_facial_landmark_engine:
RET_IF_FAIL(mv_destroy_engine_config(engine_cfg));
int engine_config_hosted_tflite_cpu(mv_engine_config_h handle,
const char *tf_weight)
{
- int err = mv_engine_config_set_string_attribute(
- handle, MV_INFERENCE_MODEL_WEIGHT_FILE_PATH, tf_weight);
- if (err != MEDIA_VISION_ERROR_NONE) {
- return err;
- }
-
- err = mv_engine_config_set_int_attribute(handle, MV_INFERENCE_BACKEND_TYPE,
- MV_INFERENCE_BACKEND_TFLITE);
- if (err != MEDIA_VISION_ERROR_NONE) {
- return err;
- }
-
- err = mv_engine_config_set_int_attribute(handle, MV_INFERENCE_TARGET_TYPE,
- MV_INFERENCE_TARGET_CPU);
- return err;
+ RET_IF_FAIL(mv_engine_config_set_string_attribute(
+ handle, MV_INFERENCE_MODEL_WEIGHT_FILE_PATH, tf_weight));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_BACKEND_TYPE, MV_INFERENCE_BACKEND_TFLITE));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_TARGET_TYPE, MV_INFERENCE_TARGET_CPU));
+ return MEDIA_VISION_ERROR_NONE;
}
int perform_armnn_cpm_config(mv_engine_config_h handle)
const char *inputNodeName = "image";
const char *outputNodeName[] = { "Convolutional_Pose_Machine/stage_5_out" };
- int err = engine_config_hosted_tflite_cpu(handle, PLD_TFLITE_WEIGHT_PATH);
- if (err != MEDIA_VISION_ERROR_NONE) {
- return err;
- }
-
- err = mv_engine_config_set_int_attribute(
- handle, MV_INFERENCE_INPUT_DATA_TYPE, MV_INFERENCE_DATA_FLOAT32);
- if (err != MEDIA_VISION_ERROR_NONE) {
- return err;
- }
-
- err = mv_engine_config_set_string_attribute(
- handle, MV_INFERENCE_MODEL_USER_FILE_PATH, PLD_POSE_LABEL_PATH);
- if (err != MEDIA_VISION_ERROR_NONE) {
- return err;
- }
-
- err = mv_engine_config_set_double_attribute(
- handle, MV_INFERENCE_MODEL_MEAN_VALUE, 0.0);
- if (err != MEDIA_VISION_ERROR_NONE) {
- return err;
- }
-
- err = mv_engine_config_set_double_attribute(
- handle, MV_INFERENCE_MODEL_STD_VALUE, 1.0);
- if (err != MEDIA_VISION_ERROR_NONE) {
- return err;
- }
-
- err = mv_engine_config_set_double_attribute(
- handle, MV_INFERENCE_CONFIDENCE_THRESHOLD, 0.3);
- if (err != MEDIA_VISION_ERROR_NONE) {
- return err;
- }
-
- err = mv_engine_config_set_int_attribute(
- handle, MV_INFERENCE_INPUT_TENSOR_WIDTH, 192);
- if (err != MEDIA_VISION_ERROR_NONE) {
- return err;
- }
-
- err = mv_engine_config_set_int_attribute(
- handle, MV_INFERENCE_INPUT_TENSOR_HEIGHT, 192);
- if (err != MEDIA_VISION_ERROR_NONE) {
- return err;
- }
-
- err = mv_engine_config_set_int_attribute(
- handle, MV_INFERENCE_INPUT_TENSOR_CHANNELS, 3);
- if (err != MEDIA_VISION_ERROR_NONE) {
- return err;
- }
-
- err = mv_engine_config_set_string_attribute(
- handle, MV_INFERENCE_INPUT_NODE_NAME, inputNodeName);
- if (err != MEDIA_VISION_ERROR_NONE) {
- return err;
- }
-
- err = mv_engine_config_set_array_string_attribute(
- handle, MV_INFERENCE_OUTPUT_NODE_NAMES, outputNodeName, 1);
- return err;
+ RET_IF_FAIL(
+ engine_config_hosted_tflite_cpu(handle, PLD_TFLITE_WEIGHT_PATH));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_DATA_TYPE, MV_INFERENCE_DATA_FLOAT32));
+ RET_IF_FAIL(mv_engine_config_set_string_attribute(
+ handle, MV_INFERENCE_MODEL_USER_FILE_PATH, PLD_POSE_LABEL_PATH));
+ RET_IF_FAIL(mv_engine_config_set_double_attribute(
+ handle, MV_INFERENCE_MODEL_MEAN_VALUE, 0.0));
+ RET_IF_FAIL(mv_engine_config_set_double_attribute(
+ handle, MV_INFERENCE_MODEL_STD_VALUE, 1.0));
+ RET_IF_FAIL(mv_engine_config_set_double_attribute(
+ handle, MV_INFERENCE_CONFIDENCE_THRESHOLD, 0.3));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_TENSOR_WIDTH, 192));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_TENSOR_HEIGHT, 192));
+ RET_IF_FAIL(mv_engine_config_set_int_attribute(
+ handle, MV_INFERENCE_INPUT_TENSOR_CHANNELS, 3));
+ RET_IF_FAIL(mv_engine_config_set_string_attribute(
+ handle, MV_INFERENCE_INPUT_NODE_NAME, inputNodeName));
+ RET_IF_FAIL(mv_engine_config_set_array_string_attribute(
+ handle, MV_INFERENCE_OUTPUT_NODE_NAMES, outputNodeName, 1));
+ return MEDIA_VISION_ERROR_NONE;
}
int perform_pose_landmark_detection()
}
switch (sel_opt) {
- case 1: { //perform TweakCNN config
+ case 1: {
err = perform_armnn_cpm_config(engine_cfg);
} break;
- case 2: { //perform cpm config
+ case 2: {
err = engine_config_hosted_tflite_cpu(engine_cfg,
PLD_TFLITE_WEIGHT_CPM_192_PATH);
} break;
- case 3: { //perform mobilenet-v1 posenet config
+ case 3: {
err = engine_config_hosted_tflite_cpu(
engine_cfg, PLD_TFLITE_WEIGHT_MOBILENET_V1_POSENET_257_PATH);
} break;
- case 4: { //perform int8 movenet
+ case 4: {
err = engine_config_hosted_tflite_cpu(
engine_cfg, PLD_TFLITE_WEIGHT_INT8_MOVENET_PATH);
} break;
printf("Fail to detect with engine [err:%i]\n", err);
clean_pose_engine:
- err = mv_destroy_engine_config(engine_cfg);
- if (err != MEDIA_VISION_ERROR_NONE)
- printf("Fail to destroy engine_cfg [err:%i]\n", err);
+ RET_IF_FAIL(mv_destroy_engine_config(engine_cfg));
return err;
}
projects / platform / core / api / mediavision.git / commitdiff