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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 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 Anticipation—0
Hierarchical and Multimodal Data for Daily Activity UnderstandingCode0
Action Anticipation from SoccerNet Football Video BroadcastsCode0
ICPR 2024 Competition on Rider Intention Prediction—0
Learning to Generate Long-term Future Narrations Describing Activities of Daily Living—0
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 Constraints—0
ActFusion: a Unified Diffusion Model for Action Segmentation and Anticipation—0
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All datasetsEPIC-KITCHENS-100EPIC-KITCHENS-100 (test)EPIC-KITCHENS-55 (Seen test set (S1))EPIC-KITCHENS-55 (Unseen test set (S2)EGTEAAssembly101EgoExoLearn50 Salads

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Abstract GoalTop 1 Accuracy - Act.22.03—Unverified
2AVT+Top 1 Accuracy - Act.16.84—Unverified
3ImagineRNNTop 1 Accuracy - Act.14.66—Unverified
4RULSTM [24, 23]Top 1 Accuracy - Act.14.39—Unverified
5EDTop 1 Accuracy - Act.8.08—Unverified
6ATSNTop 1 Accuracy - Act.6—Unverified
72SCNNTop 1 Accuracy - Act.4.32—Unverified