/* The Clear BSD License * * Copyright (c) 2025 EdgeImpulse Inc. * All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted (subject to the limitations in the disclaimer * below) provided that the following conditions are met: * * * Redistributions of source code must retain the above copyright notice, * this list of conditions and the following disclaimer. * * * Redistributions in binary form must reproduce the above copyright * notice, this list of conditions and the following disclaimer in the * documentation and/or other materials provided with the distribution. * * * Neither the name of the copyright holder nor the names of its * contributors may be used to endorse or promote products derived from this * software without specific prior written permission. * * NO EXPRESS OR IMPLIED LICENSES TO ANY PARTY'S PATENT RIGHTS ARE GRANTED BY * THIS LICENSE. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND * CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A * PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR * CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, * EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, * PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR * BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER * IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE * POSSIBILITY OF SUCH DAMAGE. */ #ifndef EI_OBJECT_COUNTING_H #define EI_OBJECT_COUNTING_H /* Includes ---------------------------------------------------------------- */ #include "edge-impulse-sdk/dsp/numpy_types.h" #include "edge-impulse-sdk/dsp/returntypes.hpp" #include "edge-impulse-sdk/classifier/ei_model_types.h" #include "edge-impulse-sdk/porting/ei_logging.h" extern ei_impulse_handle_t & ei_default_impulse; #if EI_CLASSIFIER_OBJECT_COUNTING_ENABLED == 1 class CrossingCounter { public: CrossingCounter(std::vector> segments) : segments(segments) { counts.resize(segments.size(), 0); } void update(std::tuple other_segment) { for (size_t segment_idx = 0; segment_idx < segments.size(); segment_idx++) { if (_line_intersects(segments[segment_idx], other_segment)) { counts[segment_idx] += 1; } } } std::vector counts; std::vector> segments; private: bool ccw(int A[2], int B[2], int C[2]) { return (C[1] - A[1]) * (B[0] - A[0]) > (B[1] - A[1]) * (C[0] - A[0]); } bool _line_intersects(std::tuple L1, std::tuple L2) { int A[2] = { std::get<0>(L1), std::get<1>(L1) }; int B[2] = { std::get<2>(L1), std::get<3>(L1) }; int C[2] = { std::get<0>(L2), std::get<1>(L2) }; int D[2] = { std::get<2>(L2), std::get<3>(L2) }; // verbose debug #if EI_LOG_LEVEL == 5 ei_printf("A[0] = %d A[1] = %d\n", A[0], A[1]); ei_printf("B[0] = %d B[1] = %d\n", B[0], B[1]); ei_printf("C[0] = %d C[1] = %d\n", C[0], C[1]); ei_printf("D[0] = %d D[1] = %d\n", D[0], D[1]); #endif return ccw(A, C, D) != ccw(B, C, D) && ccw(A, B, C) != ccw(A, B, D); } }; EI_IMPULSE_ERROR init_object_counting(ei_impulse_handle_t *handle, void **state, void *config) { // const ei_impulse_t *impulse = handle->impulse; const ei_object_counting_config_t *object_counting_config = (ei_object_counting_config_t*)config; // Allocate the object counter CrossingCounter *object_counter = new CrossingCounter(object_counting_config->segments); if (!object_counter) { return EI_IMPULSE_POSTPROCESSING_ERROR; } // Store the object counter in the handle *state = (void *)object_counter; return EI_IMPULSE_OK; } EI_IMPULSE_ERROR deinit_object_counting(void *state, void *config) { CrossingCounter *object_counter = (CrossingCounter*)state; if (object_counter) { delete object_counter; } return EI_IMPULSE_OK; } EI_IMPULSE_ERROR process_object_counting(ei_impulse_handle_t *handle, uint32_t block_index, uint32_t input_block_id, ei_impulse_result_t *result, void *config_ptr, void *state) { const ei_impulse_t *impulse = handle->impulse; CrossingCounter *object_counter = (CrossingCounter*)state; if (impulse->sensor == EI_CLASSIFIER_SENSOR_CAMERA) { if((void *)object_counter != NULL) { for (size_t i = 0; i < result->postprocessed_output.object_tracking_output.open_traces_count; i++) { ei_object_tracking_trace_t trace = result->postprocessed_output.object_tracking_output.open_traces[i]; object_counter->update(trace.last_centroid_segment); } result->postprocessed_output.object_counting_output.counts = object_counter->counts.data(); result->postprocessed_output.object_counting_output.counter_num = object_counter->counts.size(); } } return EI_IMPULSE_OK; } EI_IMPULSE_ERROR display_object_counting(ei_impulse_result_t *result, void *config) { // print the counts ei_printf("Counts:\r\n"); for (uint32_t i = 0; i < result->postprocessed_output.object_counting_output.counter_num; i++) { ei_printf(" Counter %d: %d\r\n", i, result->postprocessed_output.object_counting_output.counts[i]); } return EI_IMPULSE_OK; } EI_IMPULSE_ERROR set_post_process_params(ei_impulse_handle_t* handle, ei_object_counting_config_t* params) { int16_t block_number = get_block_number(handle, (void*)init_object_counting); if (block_number == -1) { return EI_IMPULSE_POSTPROCESSING_ERROR; } CrossingCounter *object_counter = (CrossingCounter*)handle->post_processing_state[block_number]; object_counter->segments = params->segments; return EI_IMPULSE_OK; } EI_IMPULSE_ERROR get_post_process_params(ei_impulse_handle_t* handle, ei_object_counting_config_t* params) { int16_t block_number = get_block_number(handle, (void*)init_object_counting); if (block_number == -1) { return EI_IMPULSE_POSTPROCESSING_ERROR; } CrossingCounter *object_counter = (CrossingCounter*)handle->post_processing_state[block_number]; params->segments = object_counter->segments; return EI_IMPULSE_OK; } // versions that operate on the default impulse EI_IMPULSE_ERROR set_post_process_params(ei_object_counting_config_t *params) { ei_impulse_handle_t* handle = &ei_default_impulse; if(handle->post_processing_state != NULL) { set_post_process_params(handle, params); } return EI_IMPULSE_OK; } EI_IMPULSE_ERROR get_post_process_params(ei_object_counting_config_t *params) { ei_impulse_handle_t* handle = &ei_default_impulse; if(handle->post_processing_state != NULL) { get_post_process_params(handle, params); } return EI_IMPULSE_OK; } #endif // EI_CLASSIFIER_OBJECT_COUNTING_ENABLED #endif // EI_OBJECT_COUNTING_H