Action Anticipation

Next action anticipation is defined as observing 1, ... , T frames and predicting the action that happens after a gap of T_a seconds. It is important to note that a new action starts after T_a seconds that is not seen in the observed frames. Here T_a=1 second.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–110 of 110 papers

Title	Date	Tasks	Status
RED: Reinforced Encoder-Decoder Networks for Action Anticipation	Jul 16, 2017	Action AnticipationDecoder	CodeCode Available
Hierarchical and Multimodal Data for Daily Activity Understanding	Apr 24, 2025	Action Anticipationcounterfactual	CodeCode Available
HalluciNet-ing Spatiotemporal Representations Using a 2D-CNN	Dec 10, 2019	Action AnticipationAction Classification	CodeCode Available
Forecasting Human-Object Interaction: Joint Prediction of Motor Attention and Actions in First Person Video	Nov 25, 2019	Action AnticipationHuman-Object Interaction Detection	CodeCode Available
Scaling Egocentric Vision: The EPIC-KITCHENS Dataset	Apr 8, 2018	Action Anticipation	CodeCode Available
Fine-grained Affordance Annotation for Egocentric Hand-Object Interaction Videos	Feb 7, 2023	Action AnticipationAction Recognition	CodeCode Available
TransAction: ICL-SJTU Submission to EPIC-Kitchens Action Anticipation Challenge 2021	Jul 28, 2021	Action Anticipation	CodeCode Available
Assembly101: A Large-Scale Multi-View Video Dataset for Understanding Procedural Activities	Mar 28, 2022	3D Action RecognitionAction Anticipation	CodeCode Available
Action Anticipation from SoccerNet Football Video Broadcasts	Apr 16, 2025	Action AnticipationAction Spotting	CodeCode Available
Technical Report for Ego4D Long Term Action Anticipation Challenge 2023	Jul 4, 2023	Action AnticipationDecoder	CodeCode Available

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All datasets EPIC-KITCHENS-100 EPIC-KITCHENS-100 (test)EPIC-KITCHENS-55 (Seen test set (S1))EPIC-KITCHENS-55 (Unseen test set (S2)EGTEA Assembly101 EgoExoLearn 50 Salads

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PlausiVL	Recall@5	27.6	—	Unverified
2	InAViT	Recall@5	25.89	—	Unverified
3	UADT	Recall@5	23	—	Unverified
4	S-GEAR	Recall@5	19.9	—	Unverified
5	AFFT	Recall@5	18.5	—	Unverified
6	MeMViT-24	Recall@5	17.7	—	Unverified
7	AVT+	Recall@5	15.9	—	Unverified
8	TempAgg	Recall@5	14.73	—	Unverified
9	RU-LSTM	Recall@5	13.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InAViT	recall@5	23.75	—	Unverified
2	AVT++	recall@5	16.7	—	Unverified
3	AFFT	recall@5	14.9	—	Unverified
4	Abstract Goal	recall@5	14.29	—	Unverified
5	AVT+	recall@5	12.6	—	Unverified
6	TempAgg	recall@5	12.6	—	Unverified
7	RULSTM	recall@5	11.2	—	Unverified
8	TBN	recall@5	11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Abstract Goal	Top 1 Accuracy - Act.	22.03	—	Unverified
2	AVT+	Top 1 Accuracy - Act.	16.84	—	Unverified
3	ImagineRNN	Top 1 Accuracy - Act.	14.66	—	Unverified
4	RULSTM [24, 23]	Top 1 Accuracy - Act.	14.39	—	Unverified
5	ED	Top 1 Accuracy - Act.	8.08	—	Unverified
6	ATSN	Top 1 Accuracy - Act.	6	—	Unverified
7	2SCNN	Top 1 Accuracy - Act.	4.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Abstract Goal	Top 1 Accuracy - Act.	13.28	—	Unverified
2	AVT+	Top 1 Accuracy - Act.	10.41	—	Unverified
3	ImagineRNN	Top 1 Accuracy - Act.	9.25	—	Unverified
4	RULSTM [24, 23]	Top 1 Accuracy - Act.	8.16	—	Unverified
5	ED	Top 1 Accuracy - Act.	2.65	—	Unverified
6	ATSN	Top 1 Accuracy - Act.	2.39	—	Unverified
7	2SCNN	Top 1 Accuracy - Act.	2.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UADT	Top-1 Accuracy	68.4	—	Unverified
2	InAViT	Top-1 Accuracy	67.8	—	Unverified
3	Abstract Goal	Top-1 Accuracy	49.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Goal Consistency	Verbs Recall@5	60.04	—	Unverified
2	TempAgg	Verbs Recall@5	59.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Action anticipation baseline (co-training, with gaze)	Accuracy	45.45	—	Unverified
2	Action anticipation baseline (co-training, no gaze)	Accuracy	38.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UADT	Top-1 Accuracy	62.7	—	Unverified