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Zero-Shot Action Recognition

Papers

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Showing 1–10 of 83 papers

TitleStatusHype
LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic AlignmentCode4
Expanding Language-Image Pretrained Models for General Video RecognitionCode3
Bidirectional Cross-Modal Knowledge Exploration for Video Recognition with Pre-trained Vision-Language ModelsCode2
Revisiting Classifier: Transferring Vision-Language Models for Video RecognitionCode2
Leveraging Temporal Contextualization for Video Action RecognitionCode2
EVA-CLIP: Improved Training Techniques for CLIP at ScaleCode1
Elaborative Rehearsal for Zero-shot Action RecognitionCode1
A CLIP-Hitchhiker's Guide to Long Video RetrievalCode1
Bridging Video-text Retrieval with Multiple Choice QuestionsCode1
ActionCLIP: A New Paradigm for Video Action RecognitionCode1
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All datasetsUCF101HMDB51KineticsOlympicsActivityNetCharadesTHUMOS' 14

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OTI(ViT-L/14)Top-1 Accuracy92.8—Unverified
2IMP-MoE-LTop-1 Accuracy91.5—Unverified
3MOV (ViT-L/14)Top-1 Accuracy87.1—Unverified
4BIKETop-1 Accuracy86.6—Unverified
5VideoCoCaTop-1 Accuracy86.6—Unverified
6Text4VisTop-1 Accuracy85.8—Unverified
7TC-CLIPTop-1 Accuracy85.4—Unverified
8EVA-CLIP-E/14+Top-1 Accuracy83.1—Unverified
9MOV (ViT-B/16)Top-1 Accuracy82.6—Unverified
10OSTTop-1 Accuracy79.7—Unverified
#ModelMetricClaimedVerifiedStatus
1MOV (ViT-L/14)Top-1 Accuracy64.7—Unverified
2OTI(ViT-L/14)Top-1 Accuracy64—Unverified
3BIKETop-1 Accuracy61.4—Unverified
4MOV (ViT-B/16)Top-1 Accuracy60.8—Unverified
5IMP-MoE-LTop-1 Accuracy59.1—Unverified
6VideoCoCaTop-1 Accuracy58.7—Unverified
7Text4VisTop-1 Accuracy58.4—Unverified
8TC-CLIPTop-1 Accuracy56—Unverified
9OSTTop-1 Accuracy55.9—Unverified
10MAXITop-1 Accuracy52.3—Unverified
#ModelMetricClaimedVerifiedStatus
1TC-CLIPTop-1 Accuracy78.1—Unverified
2IMP-MoE-LTop-1 Accuracy76.8—Unverified
3OSTTop-1 Accuracy75.1—Unverified
4MAXITop-1 Accuracy71.6—Unverified
5OTI（ViT-L/14）Top-1 Accuracy70.6—Unverified
6VideoCoCaTop-1 Accuracy70.1—Unverified
7Text4VisTop-1 Accuracy68.9—Unverified
8BIKETop-1 Accuracy68.5—Unverified
9X-CLIPTop-1 Accuracy65.2—Unverified
10LanguageBindTop-1 Accuracy64.1—Unverified
#ModelMetricClaimedVerifiedStatus
1SPOTTop-1 Accuracy68.7—Unverified
2CLASTERTop-1 Accuracy68.4—Unverified
3ER-ZSARTop-1 Accuracy60.2—Unverified
4ZSECOCTop-1 Accuracy59.8—Unverified
5TS-GCNTop-1 Accuracy56.5—Unverified
6SJE(Atrribute)Top-1 Accuracy47.5—Unverified
7MTETop-1 Accuracy44.3—Unverified
8ESZSLTop-1 Accuracy39.6—Unverified
9SJE(Word Embedding)Top-1 Accuracy28.6—Unverified
#ModelMetricClaimedVerifiedStatus
1BIKETop-1 Accuracy86.2—Unverified
2Text4VisTop-1 Accuracy84.6—Unverified
3LoCATe-GATTop-1 Accuracy73.8—Unverified
4ResTTop-1 Accuracy32.5—Unverified
5E2ETop-1 Accuracy26.6—Unverified
#ModelMetricClaimedVerifiedStatus
1MSQNetmAP35.59—Unverified
2VideoCoCamAP25.8—Unverified
3MAXImAP23.8—Unverified
4CLIP-Hitchhiker (ViT-B/16, 32 frames)mAP21.1—Unverified
#ModelMetricClaimedVerifiedStatus
1MSQNetAccuracy75.33—Unverified