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Self Supervised Action Recognition On Ucf101 1

Metriken

3-fold Accuracy

Pretrain

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname	3-fold Accuracy	Pretrain	Paper Title	Repository
CVRL (R3D-50; K400)	92.2	K400	Spatiotemporal Contrastive Video Representation Learning
ViCC (R2+1D; RGB)	82.8	UCF101	Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting
AVID	91.5	-	Audio-Visual Instance Discrimination with Cross-Modal Agreement
CoCLR	87.9	K400	Self-supervised Co-training for Video Representation Learning	-
ViCC (R2+1D; R+F)	88.8	UCF101	Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting
CVRL (R3D-50; K600)	93.4	K600	Spatiotemporal Contrastive Video Representation Learning
ViCC (S3D; R+F)	90.5	UCF101	Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting
CVRL (R3D-152 2x; K600)	93.9	K600	Spatiotemporal Contrastive Video Representation Learning
AVTS	89.0	-	Cooperative Learning of Audio and Video Models from Self-Supervised Synchronization	-
BraVe:V-FA (TSM-50x2)	95.7	-	Broaden Your Views for Self-Supervised Video Learning
ViCC (S3D; RGB)	84.3	UCF101	Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting
MMV	91.5	-	Self-Supervised MultiModal Versatile Networks
ELo	93.8	-	Evolving Losses for Unsupervised Video Representation Learning	-
XDC	95.5	-	Self-Supervised Learning by Cross-Modal Audio-Video Clustering

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