Papers with Code · CC BY-SA 4.0

MTL-AQA

아카이브 평가 21건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
RICA^2 (Deterministic)	Spearman Correlation 96.20 RL2(*100) 0.228	RICA2: Rubric-Informed, Calibrated Assessment of Actions 2024-08-04	코드 1
NeuroSymbolic-AQA	Spearman Correlation 96.10	Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment 2024-03-20	코드 1 · 코드 2 · 코드 3
RICA^2	Spearman Correlation 95.94 RL2(*100) 0.258	RICA2: Rubric-Informed, Calibrated Assessment of Actions 2024-08-04	코드 1
DAE-CoRe	Spearman Correlation 95.89	Auto-Encoding Score Distribution Regression for Action Quality Assessment 2021-11-22	코드 1 · 코드 2 · 코드 3
FineParser	Spearman Correlation 95.85 RL2(*100) 0.241	FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment 2024-05-11	코드 1
CoRe(w/ DD)	Spearman Correlation 95.12 RL2(*100) 0.260	Group-aware Contrastive Regression for Action Quality Assessment 2021-08-17	코드 1
DAE-MT	Spearman Correlation 94.52	Auto-Encoding Score Distribution Regression for Action Quality Assessment 2021-11-22	코드 1 · 코드 2 · 코드 3
I3D+MLP(w/ DD)	Spearman Correlation 93.81 RL2(*100) 0.394	Group-aware Contrastive Regression for Action Quality Assessment 2021-08-17	코드 1
CoRe	Spearman Correlation 93.41 RL2(*100) 0.365	Group-aware Contrastive Regression for Action Quality Assessment 2021-08-17	코드 1
ResNet34-(2+1)D-WD	Spearman Correlation 93.15	Improving Action Quality Assessment using Weighted Aggregation 2021-02-21	코드 1
MUSDL(w/ DD)	Spearman Correlation 92.73 RL2(*100) 0.451	Uncertainty-aware Score Distribution Learning for Action Quality Assessment 2020-06-13	코드 1
USDL(w/ DD)	Spearman Correlation 92.31 RL2(*100) 0.468	Uncertainty-aware Score Distribution Learning for Action Quality Assessment 2020-06-13	코드 1
DAE-MLP	Spearman Correlation 92.31	Auto-Encoding Score Distribution Regression for Action Quality Assessment 2021-11-22	코드 1 · 코드 2 · 코드 3
I3D+MLP	Spearman Correlation 91.96 RL2(*100) 0.465	Group-aware Contrastive Regression for Action Quality Assessment 2021-08-17	코드 1
MUSDL	Spearman Correlation 91.58 RL2(*100) 0.654	Uncertainty-aware Score Distribution Learning for Action Quality Assessment 2020-06-13	코드 1
USDL	Spearman Correlation 90.66 RL2(*100) 0.609	Uncertainty-aware Score Distribution Learning for Action Quality Assessment 2020-06-13	코드 1
C3D-AVG-MTL	Spearman Correlation 90.44	What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment 2019-04-08	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
C3D-AVG-STL	Spearman Correlation 89.60	What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment 2019-04-08	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
I3D+MLP	Spearman Correlation 89.21	Uncertainty-aware Score Distribution Learning for Action Quality Assessment 2020-06-13	코드 1
MSCADC-MTL	Spearman Correlation 86.12	What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment 2019-04-08	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
MSCADC-STL	Spearman Correlation 84.72	What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment 2019-04-08	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5