Zero-Shot Action Recognition on Kinetics

Metric: Top-5 Accuracy (higher is better)

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#	Model↕	Top-5 Accuracy▼	Extra Data	Paper	Date↕	Code
1	TC-CLIP	95.7	No	Leveraging Temporal Contextualization for Video ...	2024-04-15	Code
2	OST	94.6	No	OST: Refining Text Knowledge with Optimal Spatio...	2023-11-30	Code
3	BIKE	91.1	No	Bidirectional Cross-Modal Knowledge Exploration ...	2022-12-31	Code
4	Text4Vis	90.3	No	Revisiting Classifier: Transferring Vision-Langu...	2022-07-04	Code
5	VideoCoCa	88.9	Yes	VideoCoCa: Video-Text Modeling with Zero-Shot Tr...	2022-12-09	-
6	X-CLIP	86.1	No	Expanding Language-Image Pretrained Models for G...	2022-08-04	Code
7	LanguageBind	85.7	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
8	JigsawNet	78.8	No	-	-	Code
9	ER-ZSAR (ST+Obj)	73.1	No	Elaborative Rehearsal for Zero-shot Action Recog...	2021-08-05	Code
10	ER-ZSAR (ST)	69.3	No	Elaborative Rehearsal for Zero-shot Action Recog...	2021-08-05	Code
11	DEVISE	51	No	-	-	-
12	ALE	50.3	No	Label-Embedding for Image Classification	2015-03-30	Code
13	GCN	49.7	No	All About Knowledge Graphs for Actions	2020-08-28	-
14	DEM	49.5	No	Learning a Deep Embedding Model for Zero-Shot Le...	2016-11-15	Code
15	ESZSL	48.3	No	-	-	Code
16	SJE(Word Embedding)	48.2	No	Evaluation of Output Embeddings for Fine-Grained...	2014-09-30	Code