01
Algorithms & Applications for Skilled Human Activity and Performance Assessment
Human Skills/Performance/Action Quality Assessment/Evaluation in various domains such as Sports, Industry/Assembly line, Musical and Dance performance, Surgical procedures, Fitness, Robotics, Gait Assessment, Rehabilitation, Healthcare etc.Action and Process Mistake Detection using video and video analyticsMissing Action Prediction and Alternative Action Sequence PredictionBrave new ideas and novel applications of Action Quality Assessment in: Video Generation, Human-Robot-Collaboration, Robot Skills Learning etc.Feedback Report Generation for Skills/Performance Improvement & GuidanceCaptioning and Narration for Natural Language Corrective Feedback GenerationVisual/AR/VR-based Corrective Feedback Generation
02
New Datasets & Benchmarks
Datasets and BenchmarksMultimodal, Multiview datasetsCreation of Synthetic Fine-grained Action datasetsFine-grained Video/Action generationMetric learning for Skills/Action/Motion Quality AssessmentFine-grained Action Recognition & Segmentation
03
Representation Learning & Learning Paradigms
Pose Estimation and Human-Centric Representation Learning, especially, suitable for challenging scenarios such as high-speed, non-regular actions, occlusions, etc.Generalization/Transfer Learning/Domain Adaptation for SAUAFGSemi/Self-Supervised Learning for SAUAFGContinual/Incremental Skills and Action Quality AssessmentIncorporation of Knowledge GraphsLearnable Task Graphs
04
Explainability & Interpretability in SAUAFG models
Explainability & Interpretability in SAUAFG models
05
Ethics & Fairness in SAUAFG
Ethical Considerations, Fairness, and Bias in SAUAFG systems, and strategies to mitigate them.Social Impact of SAUAFG, including its ability to democratize access to training and Performance Evaluations, particularly in underserved communities.