Action Recognition on EPIC-KITCHENS-100

Metric: Recall@5 (higher is better)

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#	Model↕	Recall@5▼	Extra Data	Paper	Date↕	Code
1	PlausiVL	27.6	No	Can't make an Omelette without Breaking some Egg...	2024-05-30	-
2	InAViT	25.89	No	Interaction Region Visual Transformer for Egocen...	2022-11-25	Code
3	UADT	23	No	-	-	-
4	S-GEAR	19.9	No	Semantically Guided Representation Learning For ...	2024-07-02	Code
5	AFFT	18.5	No	Anticipative Feature Fusion Transformer for Mult...	2022-10-23	Code
6	MeMViT-24	17.7	Yes	MeMViT: Memory-Augmented Multiscale Vision Trans...	2022-01-20	Code
7	AVT+	15.9	No	Anticipative Video Transformer	2021-06-03	Code
8	TempAgg	14.73	No	Technical Report: Temporal Aggregate Representat...	2021-06-06	Code
9	RU-LSTM	13.94	No	Rescaling Egocentric Vision	2020-06-23	Code

#1PlausiVLSOTA
27.6
Recall@5· 2024-05-30
Can't make an Omelette without Breaking some Eggs: Plausible Action Anticipation using Large Video-Language Models
#2InAViTSOTA
25.89
Recall@5· 2022-11-25
Interaction Region Visual Transformer for Egocentric Action Anticipation Code
#3UADT
23
Recall@5
No paper
#4S-GEAR
19.9
Recall@5· 2024-07-02
Semantically Guided Representation Learning For Action Anticipation Code
#5AFFTSOTA
18.5
Recall@5· 2022-10-23
Anticipative Feature Fusion Transformer for Multi-Modal Action Anticipation Code
#6MeMViT-24SOTA
17.7
Recall@5· Extra Data· 2022-01-20
MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition Code
#7AVT+SOTA
15.9
Recall@5· 2021-06-03
Anticipative Video Transformer Code
#8TempAgg
14.73
Recall@5· 2021-06-06
Technical Report: Temporal Aggregate Representations Code
#9RU-LSTMSOTA
13.94
Recall@5· 2020-06-23
Rescaling Egocentric Vision Code