Hawk: Learning to Understand Open-World Video Anomalies (paper).

(pretrained.pth) The pretraining stage involves pre-training on the WebVid dataset to acquire a general understanding of video content.
(finetune.pth) The fine-tuning stage focuses on video anomaly understanding by our own dataset.

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