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This is an official pytorch implementation of EZ-CLIP: Efficient Zero-Shot Video Action Recognition [arXiv]UpdatesTrained model download link of google driver.OverviewIntroductionIn this study, we present EZ-CLIP, a simple and efficient adaptation of CLIP thataddresses these challenges. EZ-CLIP leverages temporal visual prompting forseamless temporal adaptation, requiring no fundamental alterations to the coreCLIP architecture while preserving its remarkable generalization abilities. Moreover, we introduce a novel learning objective that guides the temporal visualprompts to focus on capturing motion, thereby enhancing its learning capabilities from video data.ContentPrerequisitesModel ZooData PreparationTrainingTestingAcknowledgmentsPrerequisitesWe provide the conda requirements.txt to help you install these libraries. You can initialize environment by using pip install -r requirements.txt.Model ZooNOTE: All models in our experiments below uses publicly available ViT/B-16 based CLIP model.Zero-shot resultsAll models are trained on Kinetics-400 and then evaluated directly on downstream datasets.ModelInputHMDB-51UCF-101Kinetics-600ModelEZ-CLIP(ViT-16)8x22452.979.170.1linkBase-to-novel generalization resultsHere, we divide each dataset into base and novel classes.All models are trained on base classes and evaluated on both base and novel classes.DatasetInputBase Acc.Novel Acc.HMModelK-4008x22473.160.666.3linkHMDB-518x22477.058.266.3linkUCF-1018x22494.477.985.4linkSSV28x22416.613.314.8LinkData PreparationWe need to first extract videos into frames for fast reading. Please refer 'Dataset_creation_scripts' data pre-processing.We have successfully trained on Kinetics, UCF101, HMDB51,Training# Trainpython train.py --config configs/K-400/k400_train.yamlTesting# Test python test.py --config configs/ucf101/UCF_zero_shot_testing.yamlCitationIf you find the code and pre-trained models useful for your research, please consider citing our paper:@article{ez2022clip, title={EZ-CLIP: Efficient Zeroshot Video Action Recognition}, author={Shahzad Ahmad, Sukalpa Chanda, Yogesh S Rawat}, journal={arXiv preprint arXiv:2312.08010}, year={2024}}AcknowledgmentsOur code is based on ActionCLIP Berserk multiplayer combat back with Super Smash Bros Melee Gamecube ISO. More than just a small upgrade to the popular N64 game. The players can fisticuff each other with 25 classic Nintendo characters, and fight in 18 various game themed arenas. Super smash bros melee iso zippyshare. Super Smash Bros. Melee ISO is available in the USA version on this website. Super Smash Bros. 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