Action Recognition In Videos on EPIC-KITCHENS-55 (Seen test set (S1))

Metric: Top 1 Accuracy - Noun (higher is better)

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#	Model↕	Top 1 Accuracy - Noun▼	Extra Data	Paper	Date↕	Code
1	Abstract Goal	51.56	No	Predicting the Next Action by Modeling the Abstr...	2022-09-12	-
2	ImagineRNN	22.79	No	Learning to Anticipate Egocentric Actions by Ima...	2021-01-13	-
3	RULSTM [24, 23]	22.78	No	What Would You Expect? Anticipating Egocentric A...	2019-05-22	Code
4	AVT+	20.16	No	Anticipative Video Transformer	2021-06-03	Code
5	ATSN	16.22	No	Scaling Egocentric Vision: The EPIC-KITCHENS Dat...	2018-04-08	Code
6	ED	16.07	No	RED: Reinforced Encoder-Decoder Networks for Act...	2017-07-16	Code
7	2SCNN	15.15	No	Scaling Egocentric Vision: The EPIC-KITCHENS Dat...	2018-04-08	Code

#1Abstract GoalSOTA
51.56
Top 1 Accuracy - Noun· 2022-09-12
Predicting the Next Action by Modeling the Abstract Goal
#2ImagineRNNSOTA
22.79
Top 1 Accuracy - Noun· 2021-01-13
Learning to Anticipate Egocentric Actions by Imagination
#3RULSTM [24, 23]SOTA
22.78
Top 1 Accuracy - Noun· 2019-05-22
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention Code
#4AVT+
20.16
Top 1 Accuracy - Noun· 2021-06-03
Anticipative Video Transformer Code
#5ATSNSOTA
16.22
Top 1 Accuracy - Noun· 2018-04-08
Scaling Egocentric Vision: The EPIC-KITCHENS Dataset Code
#6EDSOTA
16.07
Top 1 Accuracy - Noun· 2017-07-16
RED: Reinforced Encoder-Decoder Networks for Action Anticipation Code
#72SCNN
15.15
Top 1 Accuracy - Noun· 2018-04-08
Scaling Egocentric Vision: The EPIC-KITCHENS Dataset Code