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 11–20 of 110 papers

Title	Date	Tasks	Status	Hype
Action Anticipation with Goal Consistency	Jun 26, 2023	Action Anticipation	CodeCode Available	1
Anticipative Feature Fusion Transformer for Multi-Modal Action Anticipation	Oct 23, 2022	Action Anticipation	CodeCode Available	1
Rethinking Learning Approaches for Long-Term Action Anticipation	Oct 20, 2022	Action AnticipationFuture prediction	CodeCode Available	1
Learning State-Aware Visual Representations from Audible Interactions	Sep 27, 2022	Action AnticipationAction Recognition	CodeCode Available	1
Real-time Online Video Detection with Temporal Smoothing Transformers	Sep 19, 2022	Action AnticipationAction Detection	CodeCode Available	1
Intention-Conditioned Long-Term Human Egocentric Action Forecasting	Jul 25, 2022	Action AnticipationLong Term Action Anticipation	CodeCode Available	1
Video + CLIP Baseline for Ego4D Long-term Action Anticipation	Jul 1, 2022	Action AnticipationLong Term Action Anticipation	CodeCode Available	1
Pedestrian 3D Bounding Box Prediction	Jun 28, 2022	Action AnticipationAutonomous Driving	CodeCode Available	1
Future Transformer for Long-term Action Anticipation	May 27, 2022	Action AnticipationLong Term Action Anticipation	CodeCode Available	1
MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition	Jan 20, 2022	Action AnticipationAction Classification	CodeCode Available	1

Show:10 25 50

← PrevPage 2 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