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 41–50 of 110 papers

Title	Date	Tasks	Status	Score
QuIIL at T3 challenge: Towards Automation in Life-Saving Intervention Procedures from First-Person View	Jul 18, 2024	Action AnticipationAction Recognition	CodeCode Available	5
Object-centric Video Representation for Long-term Action Anticipation	Oct 31, 2023	Action AnticipationHuman-Object Interaction Detection	CodeCode Available	5
Hierarchical and Multimodal Data for Daily Activity Understanding	Apr 24, 2025	Action Anticipationcounterfactual	CodeCode Available	5
HalluciNet-ing Spatiotemporal Representations Using a 2D-CNN	Dec 10, 2019	Action AnticipationAction Classification	CodeCode Available	5
Assembly101: A Large-Scale Multi-View Video Dataset for Understanding Procedural Activities	Mar 28, 2022	3D Action RecognitionAction Anticipation	CodeCode Available	5
Mamba Fusion: Learning Actions Through Questioning	Sep 17, 2024	Action AnticipationAction Recognition	CodeCode Available	5
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	5
Action Anticipation from SoccerNet Football Video Broadcasts	Apr 16, 2025	Action AnticipationAction Spotting	CodeCode Available	5
Fine-grained Affordance Annotation for Egocentric Hand-Object Interaction Videos	Feb 7, 2023	Action AnticipationAction Recognition	CodeCode Available	5
From Recognition to Prediction: Leveraging Sequence Reasoning for Action Anticipation	Aug 5, 2024	Action AnticipationAction Recognition	CodeCode Available	5

Show:10 25 50

← PrevPage 5 of 11Next →

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