Action Assessment
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Benchmarks
Most implemented
TSA-Net: Tube Self-Attention Network for Action Quality Assessment
From Evidence to Action: How Tool-Using Agents Fail
Hybrid Dynamic-static Context-aware Attention Network for Action Assessment in Long Videos
Continual Action Assessment via Task-Consistent Score-Discriminative Feature Distribution Modeling
Papers
From Evidence to Action: How Tool-Using Agents Fail
Tool-using agents make consequential changes to external state, yet correct outcomes do not guarantee that their actions were supported by evidence established beforehand. We study where this evidence-to-action chain bre…
Action AssessmentMagicGUI-RMS: A Multi-Agent Reward Model System for Self-Evolving GUI Agents via Automated Feedback Reflux
Graphical user interface (GUI) agents are rapidly progressing toward autonomous interaction and reliable task execution across diverse applications. However, two central challenges remain unresolved: automating the evalu…
Action AssessmentHieroAction: Hierarchically Guided VLM for Fine-Grained Action Analysis
Evaluating human actions with clear and detailed feedback is important in areas such as sports, healthcare, and robotics, where decisions rely not only on final outcomes but also on interpretable reasoning. However, most…
Reinforcement LearningAction AssessmentTechCoach: Towards Technical-Point-Aware Descriptive Action Coaching
To guide a learner in mastering action skills, it is crucial for a coach to 1) reason through the learner's action execution and technical points (TechPoints), and 2) provide detailed, comprehensible feedback on what is …
Action AssessmentDescriptiveMR-STGN: Multi-Residual Spatio Temporal Graph Network Using Attention Fusion for Patient Action Assessment
Accurate assessment of patient actions plays a crucial role in healthcare as it contributes significantly to disease progression monitoring and treatment effectiveness. However, traditional approaches to assess patient a…
Action AssessmentContinual Action Assessment via Task-Consistent Score-Discriminative Feature Distribution Modeling
Action Quality Assessment (AQA) is a task that tries to answer how well an action is carried out. While remarkable progress has been achieved, existing works on AQA assume that all the training data are visible for train…
Action AssessmentAction Quality AssessmentContinual Learning