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SOTA
Self-Supervised Action Recognition
Self Supervised Action Recognition On Hmdb51 1
Self Supervised Action Recognition On Hmdb51 1
Metrics
Top-1 Accuracy
Results
Performance results of various models on this benchmark
Columns
Model Name
Top-1 Accuracy
Paper Title
BraVe:V-FA (TSM-50x2)
77.8
Broaden Your Views for Self-Supervised Video Learning
MMV
70.1
Self-Supervised MultiModal Versatile Networks
CVRL (R3D-152 2x; K600)
69.9
Spatiotemporal Contrastive Video Representation Learning
XDC
68.9
Self-Supervised Learning by Cross-Modal Audio-Video Clustering
CVRL (R3D-50; K600)
68.0
Spatiotemporal Contrastive Video Representation Learning
ELo
67.4
Evolving Losses for Unsupervised Video Representation Learning
CVRL (R3D-50; K400)
66.7
Spatiotemporal Contrastive Video Representation Learning
AVID
64.7
Audio-Visual Instance Discrimination with Cross-Modal Agreement
ViCC (S3D; R+F)
62.2
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting
AVTS
61.6
Cooperative Learning of Audio and Video Models from Self-Supervised Synchronization
ViCC (R2+1D; R+F)
61.5
-
CoCLR
54.6
Self-supervised Co-training for Video Representation Learning
ViCC (R2+1D; RGB)
52.4
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting
ViCC (S3D; RGB))
47.9
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting
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