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Action Anticipation
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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.
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
VS-TransGRU: A Novel Transformer-GRU-based Framework Enhanced by Visual-Semantic Fusion for Egocentric Action Anticipation
Technical Report for Ego4D Long Term Action Anticipation Challenge 2023
Streaming egocentric action anticipation: An evaluation scheme and approach
Palm: Predicting Actions through Language Models @ Ego4D Long-Term Action Anticipation Challenge 2023
Action Anticipation with Goal Consistency
Analysis over vision-based models for pedestrian action anticipation
Enhancing Next Active Object-based Egocentric Action Anticipation with Guided Attention
Therbligs in Action: Video Understanding through Motion Primitives
Off-Policy Action Anticipation in Multi-Agent Reinforcement Learning
Fine-grained Affordance Annotation for Egocentric Hand-Object Interaction Videos
Inductive Attention for Video Action Anticipation
Interaction Region Visual Transformer for Egocentric Action Anticipation
Anticipative Feature Fusion Transformer for Multi-Modal Action Anticipation
Rethinking Learning Approaches for Long-Term Action Anticipation
Text-Derived Knowledge Helps Vision: A Simple Cross-modal Distillation for Video-based Action Anticipation
Learning State-Aware Visual Representations from Audible Interactions
MECCANO: A Multimodal Egocentric Dataset for Humans Behavior Understanding in the Industrial-like Domain
Real-time Online Video Detection with Temporal Smoothing Transformers
Predicting the Next Action by Modeling the Abstract Goal
Intention-Conditioned Long-Term Human Egocentric Action Forecasting
1st Place Solution to the EPIC-Kitchens Action Anticipation Challenge 2022
Video + CLIP Baseline for Ego4D Long-term Action Anticipation
Pedestrian 3D Bounding Box Prediction
NVIDIA-UNIBZ Submission for EPIC-KITCHENS-100 Action Anticipation Challenge 2022
Precise Affordance Annotation for Egocentric Action Video Datasets
Unified Recurrence Modeling for Video Action Anticipation
Future Transformer for Long-term Action Anticipation
A-ACT: Action Anticipation through Cycle Transformations
Assembly101: A Large-Scale Multi-View Video Dataset for Understanding Procedural Activities
Untrimmed Action Anticipation
MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition
Weakly-Supervised Dense Action Anticipation
Towards Streaming Egocentric Action Anticipation
Learning to Discriminate Information for Online Action Detection: Analysis and Application
SlowFast Rolling-Unrolling LSTMs for Action Anticipation in Egocentric Videos
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