← Video Retrieval
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아카이브 평가 38건 · 마지막 적재/변경

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
InternVideo2-6B
text-to-video R@1
46.4
video-to-text R@1
46.7
InternVideo2: Scaling Foundation Models for Multimodal Video Understanding
2024-03-22
코드 1 · 코드 2
vid-TLDR (UMT-L)
text-to-video R@1
43.1
text-to-video R@5
64.5
text-to-video R@10
71.4
video-to-text R@1
40.7
video-to-text R@5
70.2
video-to-text R@10
63.6
vid-TLDR: Training Free Token merging for Light-weight Video Transformer
2024-03-20
코드 1
UMT-L (ViT-L/16)
text-to-video R@1
43.0
text-to-video R@5
65.5
text-to-video R@10
73.0
video-to-text R@1
41.4
video-to-text R@5
64.3
video-to-text R@10
71.5
Unmasked Teacher: Towards Training-Efficient Video Foundation Models
2023-03-28
코드 1
HunYuan_tvr (huge)
text-to-video R@1
40.4
text-to-video R@5
80.1
text-to-video R@10
92.8
text-to-video Median Rank
2.0
video-to-text R@1
34.6
video-to-text R@5
71.8
video-to-text R@10
91.8
video-to-text Median Rank
2.0
text-to-video Mean Rank
3.9
video-to-text Mean Rank
4.3
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
2022-04-07
연결 없음
COSA
text-to-video R@1
39.4
COSA: Concatenated Sample Pretrained Vision-Language Foundation Model
2023-06-15
코드 1
mPLUG-2
text-to-video R@1
34.4
text-to-video R@5
55.2
text-to-video R@10
65.1
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video
2023-02-01
코드 1 · 코드 2 · 코드 3 · 코드 4
VALOR
text-to-video R@1
34.2
text-to-video R@5
56.0
text-to-video R@10
64.1
VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and Dataset
2023-04-17
코드 1
InternVideo
text-to-video R@1
34.0
video-to-text R@1
34.9
InternVideo: General Video Foundation Models via Generative and Discriminative Learning
2022-12-06
코드 1 · 코드 2
CLIP-ViP
text-to-video R@1
30.7
text-to-video R@5
51.4
text-to-video R@10
60.6
text-to-video Median Rank
5
CLIP-ViP: Adapting Pre-trained Image-Text Model to Video-Language Representation Alignment
2022-09-14
코드 1
HunYuan_tvr
text-to-video R@1
29.7
text-to-video R@5
46.4
text-to-video R@10
55.4
text-to-video Median Rank
7
video-to-text R@1
30.1
video-to-text R@5
47.5
video-to-text R@10
55.7
video-to-text Median Rank
7
text-to-video Mean Rank
56.4
video-to-text Mean Rank
48.9
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
2022-04-07
연결 없음
STAN
text-to-video R@1
29.2
text-to-video R@5
49.5
text-to-video R@10
58.8
text-to-video Median Rank
6
Revisiting Temporal Modeling for CLIP-based Image-to-Video Knowledge Transferring
2023-01-26
코드 1
HiTeA
text-to-video R@1
28.7
text-to-video R@5
50.3
text-to-video R@10
59.0
HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training
2022-12-30
연결 없음
MDMMT-2
text-to-video R@1
26.9
text-to-video R@5
46.7
text-to-video R@10
55.9
text-to-video Median Rank
6.7
text-to-video Mean Rank
48.0
MDMMT-2: Multidomain Multimodal Transformer for Video Retrieval, One More Step Towards Generalization
2022-03-14
연결 없음
X-CLIP
text-to-video R@1
26.1
video-to-text R@1
26.9
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval
2022-07-15
코드 1 · 코드 2 · 코드 3
EMCL-Net++
text-to-video R@1
25.9
text-to-video R@5
46.4
video-to-text R@1
26.7
video-to-text R@5
44.7
video-to-text R@10
54.4
video-to-text Mean Rank
8
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations
2022-11-21
코드 1 · 코드 2 · 코드 3 · 코드 4
CAMoE
text-to-video R@1
25.9
text-to-video R@5
46.1
text-to-video R@10
53.7
text-to-video Mean Rank
54.4
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss
2021-09-09
코드 1 · 코드 2
X-Pool
text-to-video R@1
25.2
text-to-video R@5
43.7
text-to-video R@10
53.5
text-to-video Median Rank
8.0
video-to-text R@1
22.7
video-to-text R@5
42.6
video-to-text R@10
51.2
video-to-text Median Rank
10.0
text-to-video Mean Rank
53.2
video-to-text Mean Rank
47.4
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval
2022-03-28
코드 1
Clover
text-to-video R@1
24.8
text-to-video R@5
44
text-to-video R@10
54.5
text-to-video Median Rank
8
Clover: Towards A Unified Video-Language Alignment and Fusion Model
2022-07-16
코드 1
DiffusionRet
text-to-video R@1
24.4
text-to-video R@5
43.1
text-to-video R@10
54.3
text-to-video Median Rank
8.0
video-to-text R@1
23.0
video-to-text R@5
43.5
video-to-text R@10
51.5
video-to-text Median Rank
9.0
text-to-video Mean Rank
40.7
video-to-text Mean Rank
40.2
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model
2023-03-17
코드 1 · 코드 2 · 코드 3 · 코드 4
CenterCLIP (ViT-B/16)
text-to-video R@1
24.2
text-to-video R@5
46.2
text-to-video R@10
55.9
text-to-video Median Rank
8
video-to-text R@1
24.5
video-to-text R@5
46.4
video-to-text R@10
55.8
video-to-text Median Rank
7
text-to-video Mean Rank
47.3
video-to-text Mean Rank
41.3
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval
2022-05-02
코드 1
VIOLETv2
text-to-video R@1
24
text-to-video R@5
43.5
text-to-video R@10
54.1
An Empirical Study of End-to-End Video-Language Transformers with Masked Visual Modeling
2022-09-04
코드 1
EMCL-Net
text-to-video R@1
23.9
text-to-video R@5
42.4
text-to-video R@10
50.9
video-to-text R@1
22.2
video-to-text R@5
40.6
video-to-text R@10
49.2
video-to-text Mean Rank
12
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations
2022-11-21
코드 1 · 코드 2 · 코드 3 · 코드 4
QB-Norm+CLIP4Clip
text-to-video R@1
22.4
text-to-video R@5
40.1
text-to-video R@10
49.5
text-to-video Median Rank
11.0
Cross Modal Retrieval with Querybank Normalisation
2021-12-23
코드 1
CLIP4Clip
text-to-video R@1
21.6
text-to-video R@5
41.8
text-to-video R@10
49.8
text-to-video Mean Rank
58.0
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
MDMMT
text-to-video R@1
18.8
text-to-video R@5
38.5
text-to-video R@10
47.9
text-to-video Median Rank
12.3
text-to-video Mean Rank
58.0
MDMMT: Multidomain Multimodal Transformer for Video Retrieval
2021-03-19
코드 1 · 코드 2 · 코드 3
HD-VILA
text-to-video R@1
17.4
text-to-video R@5
34.1
text-to-video R@10
44.1
text-to-video Median Rank
15
Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptions
2021-11-19
코드 1
FROZEN
text-to-video R@1
15.0
text-to-video R@5
30.8
text-to-video R@10
39.8
text-to-video Median Rank
20.0
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
Ours
text-to-video R@1
14.9
text-to-video R@5
33.2
video-to-text R@1
15.3
video-to-text R@5
34.1
Video and Text Matching with Conditioned Embeddings
2021-10-21
코드 1
MMT-Pretrained
text-to-video R@1
13.5
text-to-video R@5
29.9
text-to-video R@10
40.1
text-to-video Median Rank
19.3
Multi-modal Transformer for Video Retrieval
2020-07-21
코드 1
MMT
text-to-video R@1
13.2
text-to-video R@5
29.2
text-to-video R@10
38.8
text-to-video Median Rank
21
Multi-modal Transformer for Video Retrieval
2020-07-21
코드 1