OpenCodePapers
self-supervised-action-recognition-on-hmdb51-1
Action Recognition
Self-Supervised Action Recognition
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Paper
Code
Top-1 Accuracy
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Pretraining Dataset
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ModelName
ReleaseDate
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Broaden Your Views for Self-Supervised Video Learning
✓ Link
77.8
BraVe:V-FA (TSM-50x2)
2021-03-30
Self-Supervised MultiModal Versatile Networks
✓ Link
70.1
MMV
2020-06-29
Spatiotemporal Contrastive Video Representation Learning
✓ Link
69.9
K600
CVRL (R3D-152 2x; K600)
2020-08-09
Self-Supervised Learning by Cross-Modal Audio-Video Clustering
✓ Link
68.9
XDC
2019-11-28
Spatiotemporal Contrastive Video Representation Learning
✓ Link
68.0
K600
CVRL (R3D-50; K600)
2020-08-09
Evolving Losses for Unsupervised Video Representation Learning
67.4
ELo
2020-02-26
Spatiotemporal Contrastive Video Representation Learning
✓ Link
66.7
K400
CVRL (R3D-50; K400)
2020-08-09
Audio-Visual Instance Discrimination with Cross-Modal Agreement
✓ Link
64.7
AVID
2020-04-27
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting
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62.2
UCF101
ViCC (S3D; R+F)
2021-06-18
Cooperative Learning of Audio and Video Models from Self-Supervised Synchronization
61.6
AVTS
2018-06-30
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61.5
UCF101
ViCC (R2+1D; R+F)
Self-supervised Co-training for Video Representation Learning
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54.6
CoCLR
2020-10-19
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting
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52.4
UCF101
ViCC (R2+1D; RGB)
2021-06-18
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting
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47.9
UCF101
ViCC (S3D; RGB))
2021-06-18