SOTAVerified

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

Showing 110 of 110 papers

TitleStatusHype
V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and PlanningCode7
Vision and Intention Boost Large Language Model in Long-Term Action Anticipation0
Hierarchical and Multimodal Data for Daily Activity UnderstandingCode0
Action Anticipation from SoccerNet Football Video BroadcastsCode0
ICPR 2024 Competition on Rider Intention Prediction0
Learning to Generate Long-term Future Narrations Describing Activities of Daily Living0
MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Action AnticipationCode1
Multimodal Large Models Are Effective Action AnticipatorsCode1
Temporal Context Consistency Above All: Enhancing Long-Term Anticipation by Learning and Enforcing Temporal Constraints0
ActFusion: a Unified Diffusion Model for Action Segmentation and Anticipation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InAViTrecall@523.75Unverified
2AVT++recall@516.7Unverified
3AFFTrecall@514.9Unverified
4Abstract Goalrecall@514.29Unverified
5TempAggrecall@512.6Unverified
6AVT+recall@512.6Unverified
7RULSTMrecall@511.2Unverified
8TBNrecall@511Unverified