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Action recognition by turning videos into an image mosaic

Action recognition by turning videos into an image mosaic


An Image Classifier Can Suffice Video Understanding

arXiv paper abstract https://arxiv.org/abs/2106.14104


... casting the video recognition problem as an image recognition task.


... composes input frames into a super image to train an image classifier to fulfill the task of action recognition, in exactly the same way as classifying an image.


... demonstrating strong and promising performance on four public datasets including Kinetics400, Something-to-something (V2), MiT and Jester, using a recently developed vision transformer.


... also experiment with the prevalent ResNet image classifiers


... results on Kinetics400 are comparable to some of the best-performed CNN approaches based on spatio-temporal modeling. ...


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