Zero-Shot Action Recognition on HMDB51

Metric: Top-1 Accuracy (higher is better)

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#	Model↕	Top-1 Accuracy▼	Extra Data	Paper	Date↕	Code
1	MOV (ViT-L/14)	64.7	No	Multimodal Open-Vocabulary Video Classification ...	2022-07-15	-
2	OTI(ViT-L/14)	64	No	Orthogonal Temporal Interpolation for Zero-Shot ...	2023-08-14	Code
3	BIKE	61.4	No	Bidirectional Cross-Modal Knowledge Exploration ...	2022-12-31	Code
4	MOV (ViT-B/16)	60.8	No	Multimodal Open-Vocabulary Video Classification ...	2022-07-15	-
5	IMP-MoE-L	59.1	Yes	Alternating Gradient Descent and Mixture-of-Expe...	2023-05-10	-
6	VideoCoCa	58.7	Yes	VideoCoCa: Video-Text Modeling with Zero-Shot Tr...	2022-12-09	-
7	Text4Vis	58.4	No	Revisiting Classifier: Transferring Vision-Langu...	2022-07-04	Code
8	TC-CLIP	56	No	Leveraging Temporal Contextualization for Video ...	2024-04-15	Code
9	OST	55.9	No	OST: Refining Text Knowledge with Optimal Spatio...	2023-11-30	Code
10	MAXI	52.3	No	MAtch, eXpand and Improve: Unsupervised Finetuni...	2023-03-15	Code
11	VicTR (ViT-B/16)	51	No	VicTR: Video-conditioned Text Representations fo...	2023-04-05	-
12	LoCATe-GAT	50.7	No	-	-	Code
13	X-CLIP	44.6	No	Expanding Language-Image Pretrained Models for G...	2022-08-04	Code
14	CLASTER	43.2	No	CLASTER: Clustering with Reinforcement Learning ...	2021-01-18	-
15	ResT	41.1	No	Cross-modal Representation Learning for Zero-sho...	2022-05-03	-
16	AURL	39	No	Alignment-Uniformity aware Representation Learni...	2022-03-29	Code
17	JigsawNet	38.7	No	-	-	Code
18	SPOT	35.9	No	Synthetic Sample Selection for Generalized Zero-...	2023-04-06	-
19	ER-ZSAR	35.3	No	Elaborative Rehearsal for Zero-shot Action Recog...	2021-08-05	Code
20	E2E	32.7	No	Rethinking Zero-shot Video Classification: End-t...	2020-03-03	Code
21	UR	24.4	No	Towards Universal Representation for Unseen Acti...	2018-03-22	-
22	TS-GCN	23.2	No	-	-	Code
23	ZSECOC	22.6	No	-	-	-
24	ASR	21.8	No	Alternative Semantic Representations for Zero-Sh...	2017-06-28	-
25	MTE	19.7	No	Multi-Task Zero-Shot Action Recognition with Pri...	2016-11-26	-
26	ESZSL	18.5	No	-	-	-
27	O2A	15.6	No	Objects2action: Classifying and localizing actio...	2015-10-23	-
28	SJE(word embedding)	13.3	No	Evaluation of Output Embeddings for Fine-Grained...	2014-09-30	Code