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UCF

Benchmarks

Task NameDataset NameSOTA ResultTrend
Video Action RecognitionUCF101
Top-1 Acc96.9
153
Action RecognitionUCF-101
Top-1 Acc99.7
147
Video Frame InterpolationUCF101
PSNR35.44
117
Video GenerationUCF-101 (test)
Inception Score89.27
105
Video InterpolationUCF-101 (test)
PSNR35.8
65
Action RecognitionUCF-101
Accuracy95.5
44
Action RecognitionUCF101 base-to-new
Base Performance89.71
36
Action RecognitionUCF-101 fine-tuning protocol
Accuracy96.1
35
Action RecognitionUCF-101
3-Fold Accuracy99.6
32
Image ClassificationUCF-101
Accuracy75.2
30
Video ClassificationUCF101
Accuracy93.7
29
Video ReconstructionUCF-101
rFVD20
28
Video RecognitionUCF51 (split 1)
Top-1 Acc70
27
Video RetrievalUCF51
Recall@10.676
27
Adversarial Video PurificationUCF-101
Clean Accuracy96
24
ClassificationUCF101
AURC0.226
23
Action RecognitionUCF-101
Base Accuracy96.8
23
Video ClassificationUCF-101
Avg Acc91.2
19
Class-conditioned Video GenerationUCF101 (test)
Fréchet Video Distance36
19
Audio-visual Zero-Shot ClassificationUCF GZSL cls (test)
S (Seen Accuracy)74.79
19
Class-Conditional Video GenerationUCF101
gFVD57
19
Video ReconstructionUCF-101 (test)
rFVD8.6
17
Video GenerationUCF-101
FVD58
17
Audio-visual Zero-Shot LearningUCF GZSL
S (Seen Accuracy)91.99
17
Few-shot action classificationUCF101
Accuracy96.1
17
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