Pedestrian detection network, model training method, detection method, medium and equipment
A pedestrian detection and network model technology, applied in character and pattern recognition, instruments, computer parts, etc., can solve the problems of affecting the judgment of the detector, performance degradation, insufficient detection performance, etc., and achieve the effect of improving detection performance and reducing noise.
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[0042] A dense pedestrian detection method based on a dense frame generation network includes two parts: dense pedestrian detection model training and dense pedestrian detection model testing.
[0043] figure 1 Shown is the block diagram of the training process of the dense pedestrian detection model of the present invention. The specific implementation mainly includes training network construction, lmdb training data generation, pedestrian frame aspect ratio statistics and expected value calculation, formulation of learning strategies, back propagation update weights, model storage And other steps. figure 2 Shown is the test flow block diagram of the pedestrian detection model with complex background of the present invention, which mainly includes the steps of test network construction and parameter setting, test model initialization, test image reading, test network forward calculation, test result output and storage.
[0044] image 3 It is the network structure...
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