Zero-Shot Learning on CrossTask

Metric: Recall (higher is better)

LeaderboardDataset

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#	Model↕	Recall▼	Augmentations	Paper	Date↕	Code
1	VideoCLIP	47.3	Yes	VideoCLIP: Contrastive Pre-training for Zero-sho...	2021-09-28	Code
2	VLM	46.5	Yes	VLM: Task-agnostic Video-Language Model Pre-trai...	2021-05-20	Code
3	TACo	42.5	Yes	TACo: Token-aware Cascade Contrastive Learning f...	2021-08-23	-
4	Text-Video Embedding	33.6	No	HowTo100M: Learning a Text-Video Embedding by Wa...	2019-06-07	Code
5	Fully-supervised upper-bound	31.6	No	Cross-task weakly supervised learning from instr...	2019-03-19	Code
6	Zhukov	22.4	No	Cross-task weakly supervised learning from instr...	2019-03-19	Code
7	Alayrac	13.3	No	Unsupervised Learning from Narrated Instruction ...	2015-06-30	-

#1VideoCLIPSOTA
47.3
Recall· Augmentations· 2021-09-28
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding Code
#2VLMSOTA
46.5
Recall· Augmentations· 2021-05-20
VLM: Task-agnostic Video-Language Model Pre-training for Video Understanding Code
#3TACo
42.5
Recall· Augmentations· 2021-08-23
TACo: Token-aware Cascade Contrastive Learning for Video-Text Alignment
#4Text-Video EmbeddingSOTA
33.6
Recall· 2019-06-07
HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video Clips Code
#5Fully-supervised upper-boundSOTA
31.6
Recall· 2019-03-19
Cross-task weakly supervised learning from instructional videos Code
#6Zhukov
22.4
Recall· 2019-03-19
Cross-task weakly supervised learning from instructional videos Code
#7AlayracSOTA
13.3
Recall· 2015-06-30
Unsupervised Learning from Narrated Instruction Videos