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Zero-Shot Action Recognition

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 76–83 of 83 papers

Title	Date	Tasks	Status	Hype
Learning a Pose Lexicon for Semantic Action Recognition	Apr 1, 2016	Action RecognitionTemporal Action Localization	—Unverified	0
Transductive Zero-Shot Action Recognition by Word-Vector Embedding	Nov 13, 2015	Action RecognitionAttribute	—Unverified	0
Objects2action: Classifying and localizing actions without any video example	Oct 23, 2015	AttributeObject	—Unverified	0
An embarrassingly simple approach to zero-shot learning	Jul 6, 2015	Domain AdaptationZero-Shot Action Recognition	CodeCode Available	0
Label-Embedding for Image Classification	Mar 30, 2015	AttributeClassification	CodeCode Available	0
Semantic Embedding Space for Zero-Shot Action Recognition	Feb 5, 2015	Action RecognitionAttribute	—Unverified	0
Evaluation of Output Embeddings for Fine-Grained Image Classification	Sep 30, 2014	ClassificationFew-Shot Image Classification	CodeCode Available	0
DeViSE: A Deep Visual-Semantic Embedding Model	Dec 1, 2013	modelObject	—Unverified	0

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All datasets UCF101 HMDB51 Kinetics Olympics ActivityNet Charades THUMOS' 14

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	OTI(ViT-L/14)	Top-1 Accuracy	92.8	—	Unverified
2	IMP-MoE-L	Top-1 Accuracy	91.5	—	Unverified
3	MOV (ViT-L/14)	Top-1 Accuracy	87.1	—	Unverified
4	VideoCoCa	Top-1 Accuracy	86.6	—	Unverified
5	BIKE	Top-1 Accuracy	86.6	—	Unverified
6	Text4Vis	Top-1 Accuracy	85.8	—	Unverified
7	TC-CLIP	Top-1 Accuracy	85.4	—	Unverified
8	EVA-CLIP-E/14+	Top-1 Accuracy	83.1	—	Unverified
9	MOV (ViT-B/16)	Top-1 Accuracy	82.6	—	Unverified
10	OST	Top-1 Accuracy	79.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MOV (ViT-L/14)	Top-1 Accuracy	64.7	—	Unverified
2	OTI(ViT-L/14)	Top-1 Accuracy	64	—	Unverified
3	BIKE	Top-1 Accuracy	61.4	—	Unverified
4	MOV (ViT-B/16)	Top-1 Accuracy	60.8	—	Unverified
5	IMP-MoE-L	Top-1 Accuracy	59.1	—	Unverified
6	VideoCoCa	Top-1 Accuracy	58.7	—	Unverified
7	Text4Vis	Top-1 Accuracy	58.4	—	Unverified
8	TC-CLIP	Top-1 Accuracy	56	—	Unverified
9	OST	Top-1 Accuracy	55.9	—	Unverified
10	MAXI	Top-1 Accuracy	52.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TC-CLIP	Top-1 Accuracy	78.1	—	Unverified
2	IMP-MoE-L	Top-1 Accuracy	76.8	—	Unverified
3	OST	Top-1 Accuracy	75.1	—	Unverified
4	MAXI	Top-1 Accuracy	71.6	—	Unverified
5	OTI（ViT-L/14）	Top-1 Accuracy	70.6	—	Unverified
6	VideoCoCa	Top-1 Accuracy	70.1	—	Unverified
7	Text4Vis	Top-1 Accuracy	68.9	—	Unverified
8	BIKE	Top-1 Accuracy	68.5	—	Unverified
9	X-CLIP	Top-1 Accuracy	65.2	—	Unverified
10	LanguageBind	Top-1 Accuracy	64.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SPOT	Top-1 Accuracy	68.7	—	Unverified
2	CLASTER	Top-1 Accuracy	68.4	—	Unverified
3	ER-ZSAR	Top-1 Accuracy	60.2	—	Unverified
4	ZSECOC	Top-1 Accuracy	59.8	—	Unverified
5	TS-GCN	Top-1 Accuracy	56.5	—	Unverified
6	SJE(Atrribute)	Top-1 Accuracy	47.5	—	Unverified
7	MTE	Top-1 Accuracy	44.3	—	Unverified
8	ESZSL	Top-1 Accuracy	39.6	—	Unverified
9	SJE(Word Embedding)	Top-1 Accuracy	28.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BIKE	Top-1 Accuracy	86.2	—	Unverified
2	Text4Vis	Top-1 Accuracy	84.6	—	Unverified
3	LoCATe-GAT	Top-1 Accuracy	73.8	—	Unverified
4	ResT	Top-1 Accuracy	32.5	—	Unverified
5	E2E	Top-1 Accuracy	26.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MSQNet	mAP	35.59	—	Unverified
2	VideoCoCa	mAP	25.8	—	Unverified
3	MAXI	mAP	23.8	—	Unverified
4	CLIP-Hitchhiker (ViT-B/16, 32 frames)	mAP	21.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MSQNet	Accuracy	75.33	—	Unverified