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Moment Retrieval
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QVHighlights
Moment Retrieval on QVHighlights
Metric: mAP (higher is better)
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Model name (A→Z)
#
Model
↕
mAP
▼
Extra Data
Paper
Date
↕
Code
1
SG-DETR (w/ PT)
58.8
Yes
Saliency-Guided DETR for Moment Retrieval and Hi...
2024-10-02
Code
2
SG-DETR
54.1
No
Saliency-Guided DETR for Moment Retrieval and Hi...
2024-10-02
Code
3
LLaVA-MR
52.73
No
LLaVA-MR: Large Language-and-Vision Assistant fo...
2024-11-21
Code
4
FlashVTG
52
No
FlashVTG: Feature Layering and Adaptive Score Ha...
2024-12-18
Code
5
InternVideo2-6B
49.24
Yes
InternVideo2: Scaling Foundation Models for Mult...
2024-03-22
Code
6
SG-DETR (ZS)
48.3
Yes
Saliency-Guided DETR for Moment Retrieval and Hi...
2024-10-02
Code
7
CG-DETR (w/ PT)
47.97
Yes
Correlation-Guided Query-Dependency Calibration ...
2023-11-15
Code
8
VideoLights-B-pt
47.94
Yes
VideoLights: Feature Refinement and Cross-Task A...
2024-12-02
Code
9
LA-DETR
47.93
No
Length-Aware DETR for Robust Moment Retrieval
2024-12-30
Code
10
BAM-DETR (w/ audio)
46.91
No
BAM-DETR: Boundary-Aligned Moment Detection Tran...
2023-11-30
Code
11
BAM-DETR (w/ PT ASR Captions)
46.67
Yes
BAM-DETR: Boundary-Aligned Moment Detection Tran...
2023-11-30
Code
12
LD-DETR
46.41
No
LD-DETR: Loop Decoder DEtection TRansformer for ...
2025-01-18
Code
13
R^2-Tuning
46.17
No
$R^2$-Tuning: Efficient Image-to-Video Transfer ...
2024-03-31
Code
14
BAM-DETR
45.36
No
BAM-DETR: Boundary-Aligned Moment Detection Tran...
2023-11-30
Code
15
video-mamba-suite
45.18
No
Video Mamba Suite: State Space Model as a Versat...
2024-03-14
Code
16
LLMEPET
44.05
No
Prior Knowledge Integration via LLM Encoding and...
2024-07-21
Code
17
UVCOM (w/ PT ASR Captions)
43.8
Yes
Bridging the Gap: A Unified Video Comprehension ...
2023-11-28
Code
18
UniVTG (w/ PT)
43.63
Yes
UniVTG: Towards Unified Video-Language Temporal ...
2023-07-31
Code
19
UVCOM
43.18
No
Bridging the Gap: A Unified Video Comprehension ...
2023-11-28
Code
20
CG-DETR
42.86
No
Correlation-Guided Query-Dependency Calibration ...
2023-11-15
Code
21
QD-DETR (w/ PT)
40.62
No
Query-Dependent Video Representation for Moment ...
2023-03-24
Code
22
QD-DETR (w/ audio)
40.19
No
Query-Dependent Video Representation for Moment ...
2023-03-24
Code
23
BM-DETR
40.08
No
Background-aware Moment Detection for Video Mome...
2023-06-05
Code
24
QD-DETR (only Video w/ PT ASR Captions)
40
No
Query-Dependent Video Representation for Moment ...
2023-03-24
Code
25
QD-DETR (only Video)
39.86
No
Query-Dependent Video Representation for Moment ...
2023-03-24
Code
26
UMT (w/ audio + PT ASR Cpations)
38.08
No
UMT: Unified Multi-modal Transformers for Joint ...
2022-03-23
Code
27
Moment-DETR (w/ PT ASR Cpations)
36.14
No
QVHighlights: Detecting Moments and Highlights i...
2021-07-20
Code
28
UMT
36.12
No
UMT: Unified Multi-modal Transformers for Joint ...
2022-03-23
Code
29
UniVTG
35.47
No
UniVTG: Towards Unified Video-Language Temporal ...
2023-07-31
Code
30
SeViLA-Localizer
32.3
No
-
-
-
31
VTG-GPT
30.91
No
VTG-GPT: Tuning-Free Zero-Shot Video Temporal Gr...
2024-03-04
Code
#1
SG-DETR (w/ PT)
SOTA
58.8
mAP
· Extra Data
· 2024-10-02
Saliency-Guided DETR for Moment Retrieval and Highlight Detection
Code
#2
SG-DETR
54.1
mAP
· 2024-10-02
Saliency-Guided DETR for Moment Retrieval and Highlight Detection
Code
#3
LLaVA-MR
52.73
mAP
· 2024-11-21
LLaVA-MR: Large Language-and-Vision Assistant for Video Moment Retrieval
Code
#4
FlashVTG
52
mAP
· 2024-12-18
FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding
Code
#5
InternVideo2-6B
SOTA
49.24
mAP
· Extra Data
· 2024-03-22
InternVideo2: Scaling Foundation Models for Multimodal Video Understanding
Code
#6
SG-DETR (ZS)
48.3
mAP
· Extra Data
· 2024-10-02
Saliency-Guided DETR for Moment Retrieval and Highlight Detection
Code
#7
CG-DETR (w/ PT)
SOTA
47.97
mAP
· Extra Data
· 2023-11-15
Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding
Code
#8
VideoLights-B-pt
47.94
mAP
· Extra Data
· 2024-12-02
VideoLights: Feature Refinement and Cross-Task Alignment Transformer for Joint Video Highlight Detection and Moment Retrieval
Code
#9
LA-DETR
47.93
mAP
· 2024-12-30
Length-Aware DETR for Robust Moment Retrieval
Code
#10
BAM-DETR (w/ audio)
46.91
mAP
· 2023-11-30
BAM-DETR: Boundary-Aligned Moment Detection Transformer for Temporal Sentence Grounding in Videos
Code
#11
BAM-DETR (w/ PT ASR Captions)
46.67
mAP
· Extra Data
· 2023-11-30
BAM-DETR: Boundary-Aligned Moment Detection Transformer for Temporal Sentence Grounding in Videos
Code
#12
LD-DETR
46.41
mAP
· 2025-01-18
LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight Detection
Code
#13
R^2-Tuning
46.17
mAP
· 2024-03-31
$R^2$-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal Grounding
Code
#14
BAM-DETR
45.36
mAP
· 2023-11-30
BAM-DETR: Boundary-Aligned Moment Detection Transformer for Temporal Sentence Grounding in Videos
Code
#15
video-mamba-suite
45.18
mAP
· 2024-03-14
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding
Code
#16
LLMEPET
44.05
mAP
· 2024-07-21
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval
Code
#17
UVCOM (w/ PT ASR Captions)
43.8
mAP
· Extra Data
· 2023-11-28
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection
Code
#18
UniVTG (w/ PT)
SOTA
43.63
mAP
· Extra Data
· 2023-07-31
UniVTG: Towards Unified Video-Language Temporal Grounding
Code
#19
UVCOM
43.18
mAP
· 2023-11-28
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection
Code
#20
CG-DETR
42.86
mAP
· 2023-11-15
Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding
Code
#21
QD-DETR (w/ PT)
SOTA
40.62
mAP
· 2023-03-24
Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
Code
#22
QD-DETR (w/ audio)
40.19
mAP
· 2023-03-24
Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
Code
#23
BM-DETR
40.08
mAP
· 2023-06-05
Background-aware Moment Detection for Video Moment Retrieval
Code
#24
QD-DETR (only Video w/ PT ASR Captions)
40
mAP
· 2023-03-24
Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
Code
#25
QD-DETR (only Video)
39.86
mAP
· 2023-03-24
Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
Code
#26
UMT (w/ audio + PT ASR Cpations)
SOTA
38.08
mAP
· 2022-03-23
UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection
Code
#27
Moment-DETR (w/ PT ASR Cpations)
SOTA
36.14
mAP
· 2021-07-20
QVHighlights: Detecting Moments and Highlights in Videos via Natural Language Queries
Code
#28
UMT
36.12
mAP
· 2022-03-23
UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection
Code
#29
UniVTG
35.47
mAP
· 2023-07-31
UniVTG: Towards Unified Video-Language Temporal Grounding
Code
#30
SeViLA-Localizer
32.3
mAP
No paper
#31
VTG-GPT
30.91
mAP
· 2024-03-04
VTG-GPT: Tuning-Free Zero-Shot Video Temporal Grounding with GPT
Code