← Video Retrieval
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아카이브 평가 24건 · 마지막 적재/변경

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
InternVideo2-6B
text-to-video R@1
61.4
video-to-text R@1
85.2
InternVideo2: Scaling Foundation Models for Multimodal Video Understanding
2024-03-22
코드 1 · 코드 2
HunYuan_tvr (huge)
text-to-video R@1
59.0
text-to-video R@5
84.0
text-to-video R@10
90.3
text-to-video Median Rank
1.0
text-to-video Mean Rank
7.6
video-to-text R@1
73.0
video-to-text R@5
94.5
video-to-text R@10
96.6
video-to-text Median Rank
1.0
video-to-text Mean Rank
7.6
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
2022-04-07
연결 없음
InternVideo
text-to-video R@1
58.4
video-to-text R@1
76.3
InternVideo: General Video Foundation Models via Generative and Discriminative Learning
2022-12-06
코드 1 · 코드 2
HunYuan_tvr
text-to-video R@1
58.2
text-to-video R@5
83.5
text-to-video R@10
90.1
text-to-video Median Rank
1
text-to-video Mean Rank
7.8
video-to-text R@1
69.1
video-to-text R@5
91.5
video-to-text R@10
95.0
video-to-text Median Rank
1.0
video-to-text Mean Rank
3.8
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
2022-04-07
연결 없음
vid-TLDR (UMT-L)
text-to-video R@1
57.9
text-to-video R@5
83.8
text-to-video R@10
89.4
video-to-text R@1
82.7
video-to-text R@5
94.5
video-to-text R@10
96.3
vid-TLDR: Training Free Token merging for Light-weight Video Transformer
2024-03-20
코드 1
VLAB
text-to-video R@1
57.5
text-to-video R@5
83.6
text-to-video R@10
89.9
VLAB: Enhancing Video Language Pre-training by Feature Adapting and Blending
2023-05-22
연결 없음
MDMMT-2
text-to-video R@1
56.8
text-to-video R@5
83.1
text-to-video R@10
89.2
text-to-video Median Rank
1.0
text-to-video Mean Rank
8.8
MDMMT-2: Multidomain Multimodal Transformer for Video Retrieval, One More Step Towards Generalization
2022-03-14
연결 없음
Side4Video
text-to-video R@1
56.1
text-to-video R@5
81.7
text-to-video R@10
88.8
text-to-video Median Rank
1.0
text-to-video Mean Rank
8.4
Side4Video: Spatial-Temporal Side Network for Memory-Efficient Image-to-Video Transfer Learning
2023-11-27
코드 1 · 코드 2
CAMoE
text-to-video R@1
51.8
text-to-video R@5
87.6
text-to-video R@10
87.6
text-to-video Median Rank
1
text-to-video Mean Rank
8.9
video-to-text R@1
69.3
video-to-text R@5
90.6
video-to-text R@10
94.6
video-to-text Median Rank
1
video-to-text Mean Rank
3.1
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss
2021-09-09
코드 1 · 코드 2
Cap4Video
text-to-video R@1
51.8
text-to-video R@5
80.8
text-to-video R@10
88.3
text-to-video Median Rank
1
text-to-video Mean Rank
8.3
video-to-text R@1
70.0
video-to-text R@5
93.2
video-to-text R@10
96.2
video-to-text Median Rank
1
video-to-text Mean Rank
2.4
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?
2022-12-31
코드 1 · 코드 2 · 코드 3 · 코드 4
CenterCLIP (ViT-B/16)
text-to-video R@1
50.6
text-to-video R@5
80.3
text-to-video R@10
88.4
text-to-video Median Rank
1
text-to-video Mean Rank
8.4
video-to-text R@1
68.4
video-to-text R@5
90.1
video-to-text R@10
95.0
video-to-text Median Rank
1
video-to-text Mean Rank
3.0
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval
2022-05-02
코드 1
X-CLIP
text-to-video R@1
50.4
text-to-video R@5
80.6
text-to-video Mean Rank
8.4
video-to-text R@1
66.8
video-to-text R@10
90.4
video-to-text Mean Rank
4.2
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval
2022-07-15
코드 1 · 코드 2 · 코드 3
DMAE (ViT-B/32)
text-to-video R@1
48.7
text-to-video R@5
78.4
text-to-video R@10
86.3
text-to-video Median Rank
2.0
text-to-video Mean Rank
9.8
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning
2023-09-20
코드 1
QB-Norm+CLIP2Video
text-to-video R@1
48.0
text-to-video R@5
77.9
text-to-video R@10
86.2
text-to-video Median Rank
2.0
Cross Modal Retrieval with Querybank Normalisation
2021-12-23
코드 1
DiffusionRet+QB-Norm
text-to-video R@1
47.9
text-to-video R@5
77.2
text-to-video R@10
84.8
text-to-video Mean Rank
15.6
video-to-text R@1
60.3
video-to-text R@5
86.4
video-to-text R@10
92
video-to-text Median Rank
1.0
video-to-text Mean Rank
4.5
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model
2023-03-17
코드 1 · 코드 2 · 코드 3 · 코드 4
PAU
text-to-video R@1
47.3
text-to-video R@5
77.4
text-to-video R@10
85.5
text-to-video Median Rank
2.0
text-to-video Mean Rank
9.6
video-to-text R@1
68.9
video-to-text R@5
93.1
video-to-text R@10
97.1
video-to-text Median Rank
1.0
video-to-text Mean Rank
2.4
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval
2023-09-29
코드 1
X-Pool
text-to-video R@1
47.2
text-to-video R@5
77.4
text-to-video R@10
86.0
text-to-video Median Rank
2.0
text-to-video Mean Rank
9.3
video-to-text R@1
66.4
video-to-text R@5
90.0
video-to-text R@10
94.2
video-to-text Median Rank
1.0
video-to-text Mean Rank
3.3
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval
2022-03-28
코드 1
DiffusionRet
text-to-video R@1
46.6
text-to-video R@5
75.9
text-to-video R@10
84.1
text-to-video Median Rank
2.0
text-to-video Mean Rank
15.7
video-to-text R@1
61.9
video-to-text R@5
88.3
video-to-text R@10
92.9
video-to-text Median Rank
1.0
video-to-text Mean Rank
4.5
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model
2023-03-17
코드 1 · 코드 2 · 코드 3 · 코드 4
CLIP4Clip
text-to-video R@1
46.2
text-to-video R@5
76.1
text-to-video R@10
84.6
text-to-video Median Rank
2
text-to-video Mean Rank
10.0
video-to-text R@1
62.0
video-to-text R@5
87.3
video-to-text R@10
92.6
video-to-text Median Rank
1
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval
2021-04-18
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
LAFF
text-to-video R@1
45.4
text-to-video R@5
76.0
text-to-video R@10
84.6
Lightweight Attentional Feature Fusion: A New Baseline for Text-to-Video Retrieval
2021-12-03
코드 1
CLIP
text-to-video R@1
37
text-to-video R@5
64.1
text-to-video R@10
73.8
text-to-video Median Rank
3.0
video-to-text R@1
59.9
video-to-text R@5
85.2
video-to-text R@10
90.7
video-to-text Median Rank
1
A Straightforward Framework For Video Retrieval Using CLIP
2021-02-24
코드 1
FROZEN
text-to-video R@1
33.7
text-to-video R@5
64.7
text-to-video R@10
76.3
text-to-video Median Rank
3
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval
2021-04-01
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
SSML
text-to-video R@1
20.3
text-to-video R@5
49.0
text-to-video R@10
63.3
text-to-video Median Rank
6.0
text-to-video R@50
--
text-to-video Mean Rank
--
Noise Estimation Using Density Estimation for Self-Supervised Multimodal Learning
2020-03-06
코드 1
Collaborative Experts
text-to-video R@1
19.8
text-to-video R@5
49.0
text-to-video R@10
63.8
text-to-video Median Rank
6.0
text-to-video R@50
89.0
text-to-video Mean Rank
23.1
Use What You Have: Video Retrieval Using Representations From Collaborative Experts
2019-07-31
코드 1 · 코드 2 · 코드 3