Chung Ang University Industry Academic Cooperation

Ha Sil Park

Joon Ki Paik

Jin Su Park

Joong Chol Shin

Hee Gwang Kim

Jin Sol Ha

A method using deep learning includes: sampling video to generate a video clip composed sampled frames, and generating a set of differential images between the sampled frames; extracting a first feature map with spatial features and a second feature map with temporal features by applying the sampled frames and the set of differential images to a learned deep learning-based behavior recognition model, and generating a spatio-temporal combined feature map for each sampled frame by combining the first feature map and the second feature map; calculating a bi-directional exponential moving average using the spatio-temporal combined feature map, and then adjusting weights of the spatio-temporal combined feature maps; generating a temporal relationship importance map by applying the video clip and performing late fusion by applying the weight-adjusted spatio-temporal combined feature map and the temporal relationship importance map to the learned deep learning-based behavior recognition model, and classifying the behavior.

Behavior recognition method and device using deep learning

The apparatus for removing haze from an image using a fuzzy membership function includes memory configured to store computer-readable instructions; and a processor configured to execute the instructions, wherein the processor calculates a hazy value and a transmission map using an input image including a hazy component and generates a restored image from which the hazy component has been removed using the hazy value and the transmission map, and wherein the processor selects a first area in the input image, calculates a fuzzy membership function of pixels of the input image with respect to the hazy value using brightness values of the pixels of the input image and brightness values of pixels of the first area, and calculates the transmission map using the brightness values of pixels of the first area and the fuzzy membership function.

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Seoul, South Korea

Ha Sil Park