Papers with Code · CC BY-SA 4.0

QVHighlights

아카이브 평가 32건 · 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
SG-DETR (w/ PT)	mAP 58.80 R@1 IoU=0.5 74.20 R@1 IoU=0.7 60.40 mAP@0.5 76.20 mAP@0.75 60.80	Saliency-Guided DETR for Moment Retrieval and Highlight Detection 2024-10-02	코드 1
SG-DETR	mAP 54.10 R@1 IoU=0.5 72.20 R@1 IoU=0.7 56.60 mAP@0.5 73.20 mAP@0.75 55.80	Saliency-Guided DETR for Moment Retrieval and Highlight Detection 2024-10-02	코드 1
LLaVA-MR	mAP 52.73 R@1 IoU=0.5 76.59 R@1 IoU=0.7 61.48 mAP@0.5 69.41 mAP@0.75 54.40	LLaVA-MR: Large Language-and-Vision Assistant for Video Moment Retrieval 2024-11-21	코드 1
FlashVTG	mAP 52.00 R@1 IoU=0.5 70.69 R@1 IoU=0.7 53.96 mAP@0.5 72.33 mAP@0.75 53.85	FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding 2024-12-18	코드 1
InternVideo2-6B	mAP 49.24 R@1 IoU=0.5 71.42 R@1 IoU=0.7 56.45	InternVideo2: Scaling Foundation Models for Multimodal Video Understanding 2024-03-22	코드 1 · 코드 2
CG-DETR (w/ PT)	mAP 47.97 R@1 IoU=0.5 68.48 R@1 IoU=0.7 53.11 mAP@0.5 69.40 mAP@0.75 49.12	Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding 2023-11-15	코드 1 · 코드 2
VideoLights-B-pt	mAP 47.94 R@1 IoU=0.5 70.36 R@1 IoU=0.7 55.25 mAP@0.5 69.53 mAP@0.75 49.17	VideoLights: Feature Refinement and Cross-Task Alignment Transformer for Joint Video Highlight Detection and Moment Retrieval 2024-12-02	코드 1
LA-DETR	mAP 47.93 R@1 IoU=0.5 63.94 R@1 IoU=0.7 51.10 mAP@0.5 65.65 mAP@0.75 49.44	Length-Aware DETR for Robust Moment Retrieval 2024-12-30	코드 1
BAM-DETR (w/ audio)	mAP 46.91 R@1 IoU=0.5 64.07 R@1 IoU=0.7 48.12 mAP@0.5 65.61 mAP@0.75 47.51	BAM-DETR: Boundary-Aligned Moment Detection Transformer for Temporal Sentence Grounding in Videos 2023-11-30	코드 1
BAM-DETR (w/ PT ASR Captions)	mAP 46.67 R@1 IoU=0.5 63.88 R@1 IoU=0.7 47.92 mAP@0.5 66.33 mAP@0.75 48.22	BAM-DETR: Boundary-Aligned Moment Detection Transformer for Temporal Sentence Grounding in Videos 2023-11-30	코드 1
LD-DETR	mAP 46.41 R@1 IoU=0.5 66.80 R@1 IoU=0.7 51.04 mAP@0.5 67.61 mAP@0.75 46.99	LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight Detection 2025-01-18	코드 1
R^2-Tuning	mAP 46.17 R@1 IoU=0.5 68.03 R@1 IoU=0.7 49.35 mAP@0.5 69.04 mAP@0.75 47.56	$R^2$-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal Grounding 2024-03-31	코드 1
BAM-DETR	mAP 45.36 R@1 IoU=0.5 62.71 R@1 IoU=0.7 48.64 mAP@0.5 64.57 mAP@0.75 46.33	BAM-DETR: Boundary-Aligned Moment Detection Transformer for Temporal Sentence Grounding in Videos 2023-11-30	코드 1
video-mamba-suite	mAP 45.18 R@1 IoU=0.5 66.65 R@1 IoU=0.7 52.19 mAP@0.5 64.37 mAP@0.75 46.68	Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding 2024-03-14	코드 1
LLMEPET	mAP 44.05 R@1 IoU=0.5 66.73 R@1 IoU=0.7 49.94 mAP@0.5 65.76 mAP@0.75 43.91	Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval 2024-07-21	코드 1
UVCOM (w/ PT ASR Captions)	mAP 43.8 R@1 IoU=0.5 64.53 R@1 IoU=0.7 48.31 mAP@0.5 64.78 mAP@0.75 43.65	Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection 2023-11-28	코드 1
UniVTG (w/ PT)	mAP 43.63 R@1 IoU=0.5 65.43 R@1 IoU=0.7 50.06 mAP@0.5 64.06 mAP@0.75 45.02	UniVTG: Towards Unified Video-Language Temporal Grounding 2023-07-31	코드 1
UVCOM	mAP 43.18 R@1 IoU=0.5 63.55 R@1 IoU=0.7 47.47 mAP@0.5 63.37 mAP@0.75 42.67	Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection 2023-11-28	코드 1
CG-DETR	mAP 42.86 R@1 IoU=0.5 65.43 R@1 IoU=0.7 48.38 mAP@0.5 64.51 mAP@0.75 42.77	Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding 2023-11-15	코드 1 · 코드 2
QD-DETR (w/ PT)	mAP 40.62 R@1 IoU=0.5 64.1 R@1 IoU=0.7 46.1 mAP@0.5 64.3 mAP@0.75 40.5	Query-Dependent Video Representation for Moment Retrieval and Highlight Detection 2023-03-24	코드 1
QD-DETR (w/ audio)	mAP 40.19 R@1 IoU=0.5 63.06 R@1 IoU=0.7 45.10 mAP@0.5 63.04 mAP@0.75 40.10	Query-Dependent Video Representation for Moment Retrieval and Highlight Detection 2023-03-24	코드 1
BM-DETR	mAP 40.08 R@1 IoU=0.5 60.12 R@1 IoU=0.7 43.05 mAP@0.5 63.08 mAP@0.75 40.18	Background-aware Moment Detection for Video Moment Retrieval 2023-06-05	코드 1
QD-DETR (only Video w/ PT ASR Captions)	mAP 40.0 R@1 IoU=0.5 63.2 R@1 IoU=0.7 45.2 mAP@0.5 63.4 mAP@0.75 40.4	Query-Dependent Video Representation for Moment Retrieval and Highlight Detection 2023-03-24	코드 1
QD-DETR (only Video)	mAP 39.86 R@1 IoU=0.5 62.40 R@1 IoU=0.7 44.98 mAP@0.5 62.52 mAP@0.75 39.88	Query-Dependent Video Representation for Moment Retrieval and Highlight Detection 2023-03-24	코드 1
UMT (w/ audio + PT ASR Cpations)	mAP 38.08	UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection 2022-03-23	코드 1 · 코드 2 · 코드 3
Moment-DETR (w/ PT ASR Cpations)	mAP 36.14 R@1 IoU=0.5 59.78 R@1 IoU=0.7 40.33 mAP@0.5 60.51 mAP@0.75 35.36	QVHighlights: Detecting Moments and Highlights in Videos via Natural Language Queries 2021-07-20	코드 1 · 코드 2 · 코드 3 · 코드 4
UMT	mAP 36.12	UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection 2022-03-23	코드 1 · 코드 2 · 코드 3
UniVTG	mAP 35.47 R@1 IoU=0.5 58.86 R@1 IoU=0.7 40.86 mAP@0.5 57.60 mAP@0.75 35.59	UniVTG: Towards Unified Video-Language Temporal Grounding 2023-07-31	코드 1
SeViLA-Localizer	mAP 32.3 R@1 IoU=0.5 54.5 R@1 IoU=0.7 36.5	연결 없음 논문 날짜 미기재	연결 없음
UnLoc-L	R@1 IoU=0.5 66.1 R@1 IoU=0.7 46.7	UnLoc: A Unified Framework for Video Localization Tasks 2023-08-21	코드 1