Action Quality Assessment

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

8 leaderboard tables shown for this task, 8 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

9 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 37 papers with code (52 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment
  8 Apr 2019 5 repositories listed
  Can performance on the task of action quality assessment (AQA) be improved by exploiting a description of the action and its quality?
• TSA-Net: Tube Self-Attention Network for Action Quality Assessment
  11 Jan 2022 4 repositories listed
  Specifically, we introduce a single object tracker into AQA and propose the Tube Self-Attention Module (TSA), which can efficiently generate rich spatio-temporal contextual information by adopting sparse feature…
• Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment
  20 Mar 2024 3 repositories listed
  We found that domain experts prefer our system and find it more informative than purely neural approaches to AQA in diving.
• Auto-Encoding Score Distribution Regression for Action Quality Assessment
  22 Nov 2021 3 repositories listed
  Traditionally, AQA is treated as a regression problem to learn the underlying mappings between videos and action scores.
• LOGO: A Long-Form Video Dataset for Group Action Quality Assessment
  7 Apr 2024 2 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 4 pointer-only (licence)
  Action quality assessment (AQA) has become an emerging topic since it can be extensively applied in numerous scenarios.
• Hybrid Dynamic-static Context-aware Attention Network for Action Assessment in Long Videos
  13 Aug 2020 2 repositories listed
  However, most existing works focus only on video dynamic information (i.
• HalluciNet-ing Spatiotemporal Representations Using a 2D-CNN
  10 Dec 2019 2 repositories listed
  The hallucination task is treated as an auxiliary task, which can be used with any other action related task in a multitask learning setting.
• Learning To Score Olympic Events
  16 Nov 2016 2 repositories listed
  Estimating action quality, the process of assigning a "score" to the execution of an action, is crucial in areas such as sports and health care.
• PHI: Bridging Domain Shift in Long-Term Action Quality Assessment via Progressive Hierarchical Instruction
  26 May 2025 1 repository listed Syntology ran 0 of 6 samples · 6 unverified
  Long-term Action Quality Assessment (AQA) aims to evaluate the quantitative performance of actions in long videos.
• FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessment
  31 Mar 2025 1 repository listed
  Action quality assessment (AQA) is critical for evaluating athletic performance, informing training strategies, and ensuring safety in competitive sports.
• Action Quality Assessment via Hierarchical Pose-guided Multi-stage Contrastive Regression
  7 Jan 2025 1 repository listed
  Firstly, we introduce a multi-scale dynamic visual-skeleton encoder to capture fine-grained spatio-temporal visual and skeletal features.
• Interpretable Long-term Action Quality Assessment
  21 Aug 2024 1 repository listed
  Long-term Action Quality Assessment (AQA) evaluates the execution of activities in videos.
• RICA2: Rubric-Informed, Calibrated Assessment of Actions
  4 Aug 2024 1 repository listed
  Central to our method lies in stochastic embeddings of action steps, defined on a graph structure that encodes the score rubric.
• Video-STaR: Self-Training Enables Video Instruction Tuning with Any Supervision
  8 Jul 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  The performance of Large Vision Language Models (LVLMs) is dependent on the size and quality of their training datasets.
• GAIA: Rethinking Action Quality Assessment for AI-Generated Videos
  10 Jun 2024 1 repository listed
  Assessing action quality is both imperative and challenging due to its significant impact on the quality of AI-generated videos, further complicated by the inherently ambiguous nature of actions within AI-generated…
• FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment
  11 May 2024 1 repository listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  We argue that a fine-grained understanding of actions requires the model to perceive and parse actions in both time and space, which is also the key to the credibility and interpretability of the AQA technique.
• CoFInAl: Enhancing Action Quality Assessment with Coarse-to-Fine Instruction Alignment
  22 Apr 2024 1 repository listed Syntology ran 7 of 9 samples · 2 unverified · 9 pointer-only (licence)
  However, this common strategy yields suboptimal results due to the inherent struggle of these backbones to capture the subtle cues essential for AQA.
• Narrative Action Evaluation with Prompt-Guided Multimodal Interaction
  22 Apr 2024 1 repository listed
  NAE is a more challenging task because it requires both narrative flexibility and evaluation rigor.
• EgoExoLearn: A Dataset for Bridging Asynchronous Ego- and Exo-centric View of Procedural Activities in Real World
  24 Mar 2024 1 repository listed Syntology ran 7 of 8 samples · 1 unverified
  Along with the videos we record high-quality gaze data and provide detailed multimodal annotations, formulating a playground for modeling the human ability to bridge asynchronous procedural actions from different…
• MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment
  7 Mar 2024 1 repository listed Syntology ran 2 of 5 samples · 3 unverified · 5 pointer-only (licence)
  We propose Continual AQA (CAQA) to refine models using sparse new data.
• Multimodal Action Quality Assessment
  31 Jan 2024 1 repository listed
  To leverage multimodal information for AQA, i.
• Multi-Stage Contrastive Regression for Action Quality Assessment
  5 Jan 2024 1 repository listed
  In recent years, there has been growing interest in the video-based action quality assessment (AQA).
• QAFE-Net: Quality Assessment of Facial Expressions with Landmark Heatmaps
  1 Dec 2023 1 repository listed
  Beyond FER, pain estimation methods assess levels of intensity in pain expressions, however assessing the quality of all facial expressions is of critical value in health-related applications.
• PECoP: Parameter Efficient Continual Pretraining for Action Quality Assessment
  11 Nov 2023 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  The limited availability of labelled data in Action Quality Assessment (AQA), has forced previous works to fine-tune their models pretrained on large-scale domain-general datasets.
• Continual Action Assessment via Task-Consistent Score-Discriminative Feature Distribution Modeling
  29 Sep 2023 1 repository listed
  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…
• Fine-grained Action Analysis: A Multi-modality and Multi-task Dataset of Figure Skating
  6 Jul 2023 1 repository listed
  MMFS, which possesses action recognition and action quality assessment, captures RGB, skeleton, and is collected the score of actions from 11671 clips with 256 categories including spatial and temporal labels.
• MMASD: A Multimodal Dataset for Autism Intervention Analysis
  14 Jun 2023 1 repository listed
  This work presents a novel privacy-preserving open-source dataset, MMASD as a MultiModal ASD benchmark dataset, collected from play therapy interventions of children with Autism.
• Action Quality Assessment with Temporal Parsing Transformer
  19 Jul 2022 1 repository listed
  Action Quality Assessment(AQA) is important for action understanding and resolving the task poses unique challenges due to subtle visual differences.
• FineDiving: A Fine-grained Dataset for Procedure-aware Action Quality Assessment
  7 Apr 2022 1 repository listed Syntology ran 3 of 7 samples · 4 unverified
  Most existing action quality assessment methods rely on the deep features of an entire video to predict the score, which is less reliable due to the non-transparent inference process and poor interpretability.
• Domain Knowledge-Informed Self-Supervised Representations for Workout Form Assessment
  28 Feb 2022 1 repository listed
  To that end, we propose to learn exercise-oriented image and video representations from unlabeled samples such that a small dataset annotated by experts suffices for supervised error detection.

Syntology lines on 9 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.