← Video Retrieval
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MSR-VTT-1kA

아카이브 평가 63건 · 마지막 적재/변경

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
모델원본 지표·값논문구현
HunYuan_tvr (huge)
text-to-video Mean Rank
9.3
text-to-video R@1
62.9
text-to-video R@5
84.5
text-to-video R@10
90.8
text-to-video Median Rank
1.0
video-to-text R@1
64.8
video-to-text R@5
84.9
video-to-text R@10
91.1
video-to-text Median Rank
1.0
video-to-text Mean Rank
5.5
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
2022-04-07
연결 없음
CLIP-ViP
text-to-video R@1
57.7
text-to-video R@5
80.5
text-to-video R@10
88.2
text-to-video Median Rank
1.0
CLIP-ViP: Adapting Pre-trained Image-Text Model to Video-Language Representation Alignment
2022-09-14
코드 1
PIDRo
text-to-video Mean Rank
10.7
text-to-video R@1
55.9
text-to-video R@5
79.8
text-to-video R@10
87.6
text-to-video Median Rank
1.0
video-to-text R@1
54.5
video-to-text R@5
78,3
video-to-text R@10
87.3
video-to-text Median Rank
1.0
video-to-text Mean Rank
7.5
PIDRo: Parallel Isomeric Attention with Dynamic Routing for Text-Video Retrieval
2023-01-01
연결 없음
DMAE (ViT-B/16)
text-to-video Mean Rank
10.0
text-to-video R@1
55.5
text-to-video R@5
79.4
text-to-video R@10
87.1
text-to-video Median Rank
1.0
video-to-text R@1
55.7
video-to-text R@5
79.2
video-to-text R@10
87.2
video-to-text Median Rank
1.0
video-to-text Mean Rank
7.3
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning
2023-09-20
코드 1
HunYuan_tvr
text-to-video R@1
55.0
video-to-text R@1
55.5
video-to-text R@5
78.4
video-to-text R@10
85.8
video-to-text Median Rank
1.0
video-to-text Mean Rank
7.7
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
2022-04-07
연결 없음
MuLTI
text-to-video R@1
54.7
text-to-video R@5
77.7
text-to-video R@10
86.0
MuLTI: Efficient Video-and-Language Understanding with Text-Guided MultiWay-Sampler and Multiple Choice Modeling
2023-03-10
연결 없음
STAN
text-to-video R@1
54.1
text-to-video R@5
79.5
text-to-video R@10
87.8
text-to-video Median Rank
1
Revisiting Temporal Modeling for CLIP-based Image-to-Video Knowledge Transferring
2023-01-26
코드 1
EERCF
text-to-video R@1
54.1
text-to-video R@5
78.8
text-to-video R@10
86.9
Towards Efficient and Effective Text-to-Video Retrieval with Coarse-to-Fine Visual Representation Learning
2024-01-01
코드 1
TS2-Net
text-to-video R@1
54.0
text-to-video R@5
79.3
text-to-video R@10
87.4
TS2-Net: Token Shift and Selection Transformer for Text-Video Retrieval
2022-07-16
코드 1
RTQ
text-to-video R@1
53.4
text-to-video R@5
76.1
text-to-video R@10
84.4
RTQ: Rethinking Video-language Understanding Based on Image-text Model
2023-12-01
코드 1 · 코드 2
DRL
text-to-video Mean Rank
11.4
text-to-video R@1
53.3
text-to-video R@5
80.3
text-to-video R@10
87.6
text-to-video Median Rank
1
video-to-text R@1
56.2
video-to-text R@5
79.9
video-to-text R@10
87.4
video-to-text Median Rank
1.0
video-to-text Mean Rank
7.6
Disentangled Representation Learning for Text-Video Retrieval
2022-03-14
코드 1 · 코드 2
mPLUG-2
text-to-video R@1
53.1
text-to-video R@5
77.6
text-to-video R@10
84.7
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video
2023-02-01
코드 1 · 코드 2 · 코드 3 · 코드 4
CLIP2TV
text-to-video Mean Rank
12.8
text-to-video R@1
52.9
text-to-video R@5
78.5
text-to-video R@10
86.5
text-to-video Median Rank
1
video-to-text R@1
54.1
video-to-text R@5
77.4
video-to-text R@10
85.7
video-to-text Median Rank
1
video-to-text Mean Rank
9.0
CLIP2TV: Align, Match and Distill for Video-Text Retrieval
2021-11-10
연결 없음
Side4Video
text-to-video Mean Rank
12.8
text-to-video R@1
52.3
text-to-video R@5
75.5
text-to-video R@10
84.2
text-to-video Median Rank
1.0
Side4Video: Spatial-Temporal Side Network for Memory-Efficient Image-to-Video Transfer Learning
2023-11-27
코드 1 · 코드 2
EMCL-Net++
text-to-video Mean Rank
1
text-to-video R@1
51.6
text-to-video R@5
78.1
text-to-video R@10
85.3
video-to-text R@1
51.8
video-to-text R@5
80.2
video-to-text R@10
88
video-to-text Mean Rank
1
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations
2022-11-21
코드 1 · 코드 2 · 코드 3 · 코드 4
Cap4Video
text-to-video Mean Rank
12.4
text-to-video R@1
51.4
text-to-video R@5
75.7
text-to-video R@10
83.9
text-to-video Median Rank
1
video-to-text R@1
49.0
video-to-text R@5
75.2
video-to-text R@10
85.0
video-to-text Median Rank
2
video-to-text Mean Rank
8.0
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?
2022-12-31
코드 1 · 코드 2 · 코드 3 · 코드 4
SuMA (ViT-B/16)
text-to-video R@1
49.8
text-to-video R@5
75.1
text-to-video R@10
83.9
video-to-text R@1
47.3
video-to-text R@5
76
video-to-text R@10
84.3
Video-Text Retrieval by Supervised Sparse Multi-Grained Learning
2023-02-19
코드 1
X2-VLM (large)
text-to-video R@1
49.6
text-to-video R@5
76.7
text-to-video R@10
84.2
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks
2022-11-22
코드 1 · 코드 2
UCoFiA
text-to-video R@1
49.4
text-to-video R@5
72.1
text-to-video R@10
83.5
video-to-text R@1
47.1
video-to-text R@5
74.3
video-to-text R@10
83.0
Unified Coarse-to-Fine Alignment for Video-Text Retrieval
2023-09-18
코드 1
X-CLIP
text-to-video Mean Rank
12.2
text-to-video R@1
49.3
text-to-video R@5
75.8
text-to-video R@10
84.8
text-to-video Median Rank
2.0
video-to-text R@1
48.9
video-to-text R@5
76.8
video-to-text R@10
84.5
video-to-text Median Rank
2.0
video-to-text Mean Rank
8.1
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval
2022-07-15
코드 1 · 코드 2 · 코드 3
DiffusionRet
text-to-video Mean Rank
12.1
text-to-video R@1
49.0
text-to-video R@5
75.2
text-to-video R@10
82.7
text-to-video Median Rank
2.0
video-to-text R@1
47.7
video-to-text R@5
73.8
video-to-text R@10
84.5
video-to-text Median Rank
2.0
video-to-text Mean Rank
8.8
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model
2023-03-17
코드 1 · 코드 2 · 코드 3 · 코드 4
DiffusionRet+QB-Norm
text-to-video Mean Rank
12.1
text-to-video R@1
48.9
text-to-video R@5
75.2
text-to-video R@10
83.1
text-to-video Median Rank
2.0
video-to-text R@1
49.3
video-to-text R@5
74.3
video-to-text R@10
83.8
video-to-text Median Rank
2.0
video-to-text Mean Rank
8.5
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model
2023-03-17
코드 1 · 코드 2 · 코드 3 · 코드 4
CAMoE
text-to-video Mean Rank
12.4
text-to-video R@1
48.8
text-to-video R@5
75.6
text-to-video R@10
85.3
text-to-video Median Rank
2
video-to-text R@1
50.3
video-to-text R@5
74.6
video-to-text R@10
83.8
video-to-text Median Rank
2
video-to-text Mean Rank
9.9
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss
2021-09-09
코드 1 · 코드 2
HBI
text-to-video Mean Rank
12.0
text-to-video R@1
48.6
text-to-video R@5
74.6
text-to-video R@10
83.4
text-to-video Median Rank
2.0
video-to-text R@1
46.8
video-to-text R@5
74.3
video-to-text R@10
84.3
video-to-text Median Rank
2.0
video-to-text Mean Rank
8.9
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning
2023-03-25
코드 1 · 코드 2 · 코드 3 · 코드 4
PAU
text-to-video Mean Rank
14.0
text-to-video R@1
48.5
text-to-video R@5
72.7
text-to-video R@10
82.5
text-to-video Median Rank
2.0
video-to-text R@1
48.3
video-to-text R@5
73.0
video-to-text R@10
83.2
video-to-text Median Rank
2.0
video-to-text Mean Rank
9.7
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval
2023-09-29
코드 1
CenterCLIP (ViT-B/16)
text-to-video Mean Rank
13.8
text-to-video R@1
48.4
text-to-video R@5
73.8
text-to-video R@10
82.0
text-to-video Median Rank
2
video-to-text R@1
47.7
video-to-text R@5
75.0
video-to-text R@10
83.3
video-to-text Median Rank
2
video-to-text Mean Rank
10.2
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval
2022-05-02
코드 1
TeachCLIP (ViT-B/16)
text-to-video R@1
48.0
text-to-video R@5
75.9
text-to-video R@10
83.5
Holistic Features are almost Sufficient for Text-to-Video Retrieval
2024-01-01
코드 1
X2-VLM (base)
text-to-video R@1
47.6
text-to-video R@5
74.1
text-to-video R@10
84.2
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks
2022-11-22
코드 1 · 코드 2
QB-Norm+CLIP2Video
text-to-video R@1
47.2
text-to-video R@5
73.0
text-to-video R@10
83.0
text-to-video Median Rank
2
Cross Modal Retrieval with Querybank Normalisation
2021-12-23
코드 1
X-Pool
text-to-video Mean Rank
14.3
text-to-video R@1
46.9
text-to-video R@5
72.8
text-to-video R@10
82.2
text-to-video Median Rank
2
video-to-text R@1
44.4
video-to-text R@5
73.3
video-to-text R@10
84.0
video-to-text Median Rank
2.0
video-to-text Mean Rank
9.0
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval
2022-03-28
코드 1