Action Quality Assessment
22 papers with code • 6 benchmarks • 7 datasets
Assessing/analyzing/quantifying how well an action was performed.
Benchmarks
These leaderboards are used to track progress in Action Quality Assessment
JIGSAWS
MTL-AQA
AQA-7
UI-PRMD
Fitness-AQA
Rhythmic Gymnastic
Multimodal PISA
Latest papers with no code
Hierarchical NeuroSymbolic Approach for Action Quality Assessment
Action quality assessment (AQA) applies computer vision to quantitatively assess the performance or execution of a human action.
MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment
We propose Continual AQA (CAQA) to refine models using sparse new data.
Collaborative Weakly Supervised Video Correlation Learning for Procedure-Aware Instructional Video Analysis
Our framework comprises two core modules: collaborative step mining and frame-to-step alignment.
Continual Action Assessment via Task-Consistent Score-Discriminative Feature Distribution Modeling
Our idea for modeling Continual-AQA is to sequentially learn a task-consistent score-discriminative feature distribution, in which the latent features express a strong correlation with the score labels regardless of the task or action types.
An X3D Neural Network Analysis for Runner's Performance Assessment in a Wild Sporting Environment
We present a transfer learning analysis on a sporting environment of the expanded 3D (X3D) neural networks.
IRIS: Interpretable Rubric-Informed Segmentation for Action Quality Assessment
Indeed, to account for their decisions, instead of scoring subjectively, sports judges use a consistent set of criteria - rubric - on multiple actions in each performance sequence.
Learning Sparse Temporal Video Mapping for Action Quality Assessment in Floor Gymnastics
Athlete performance measurement in sports videos requires modeling long sequences since the entire spatio-temporal progression contributes dominantly to the performance.
Uncertainty-Driven Action Quality Assessment
Automatic action quality assessment (AQA) has attracted increasing attention due to its wide applications.
Action Quality Assessment using Transformers
Action quality assessment (AQA) is an active research problem in video-based applications that is a challenging task due to the score variance per frame.
A Survey of Video-based Action Quality Assessment
Most of the existing work focuses on sports and medical care.
