← Zero-Shot Video Retrieval
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아카이브 평가 41건 · 마지막 적재/변경

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
InternVideo2-6B
text-to-video R@1
55.9
text-to-video R@5
78.3
text-to-video R@10
85.1
video-to-text R@1
53.7
video-to-text R@5
77.5
video-to-text R@10
84.1
InternVideo2: Scaling Foundation Models for Multimodal Video Understanding
2024-03-22
코드 1 · 코드 2
GRAM
text-to-video R@1
54.8
text-to-video R@10
83.9
video-to-text R@1
52.9
video-to-text R@10
82.9
Gramian Multimodal Representation Learning and Alignment
2024-12-16
코드 1 · 코드 2
InternVideo2-1B
text-to-video R@1
51.9
text-to-video R@5
75.3
text-to-video R@10
82.5
video-to-text R@1
50.9
video-to-text R@5
73.4
video-to-text R@10
81.8
InternVideo2: Scaling Foundation Models for Multimodal Video Understanding
2024-03-22
코드 1 · 코드 2
VAST, HowToCaption-finetuned
text-to-video R@1
50
text-to-video R@5
73.2
text-to-video R@10
81.4
text-to-video Median Rank
1
HowToCaption: Prompting LLMs to Transform Video Annotations at Scale
2023-10-07
코드 1
FluxViT-B
text-to-video R@1
49.9
text-to-video R@5
71.0
text-to-video R@10
79.6
video-to-text R@1
49.4
video-to-text R@5
73.9
video-to-text R@10
82.4
Make Your Training Flexible: Towards Deployment-Efficient Video Models
2025-03-18
코드 1
VAST
text-to-video R@1
49.3
text-to-video R@5
68.3
text-to-video R@10
73.9
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset
2023-05-29
코드 1 · 코드 2
mPLUG-2
text-to-video R@1
47.1
text-to-video R@5
69.7
text-to-video R@10
79.0
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video
2023-02-01
코드 1 · 코드 2 · 코드 3 · 코드 4
FluxViT-S
text-to-video R@1
45.0
text-to-video R@5
67.5
text-to-video R@10
75.8
video-to-text R@1
44.9
video-to-text R@5
68.2
video-to-text R@10
76.5
Make Your Training Flexible: Towards Deployment-Efficient Video Models
2025-03-18
코드 1
LanguageBind(ViT-H/14)
text-to-video R@1
44.8
text-to-video R@5
70.0
text-to-video R@10
78.7
video-to-text R@1
40.9
text-to-video Median Rank
2
video-to-text R@5
66.4
video-to-text R@10
75.7
video-to-text Median Rank
2.
LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment
2023-10-03
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
LanguageBind(ViT-L/14)
text-to-video R@1
42.8
text-to-video R@5
67.5
text-to-video R@10
76.0
video-to-text R@1
38.3
text-to-video Median Rank
2.0
video-to-text R@5
65.8
video-to-text R@10
77.8
video-to-text Median Rank
3.0
LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment
2023-10-03
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
UMT-L (ViT-L/16)
text-to-video R@1
42.6
text-to-video R@5
64.4
text-to-video R@10
73.1
video-to-text R@1
38.6
video-to-text R@5
59.8
video-to-text R@10
69.6
Unmasked Teacher: Towards Training-Efficient Video Foundation Models
2023-03-28
코드 1
vid-TLDR (UMT-L)
text-to-video R@1
42.1
text-to-video R@5
63.9
text-to-video R@10
72.4
video-to-text R@1
37.7
video-to-text R@5
59.8
video-to-text R@10
69.4
vid-TLDR: Training Free Token merging for Light-weight Video Transformer
2024-03-20
코드 1
BT-Adapter
text-to-video R@1
40.9
text-to-video R@5
64.7
text-to-video R@10
73.5
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning
2023-09-27
코드 1
InternVideo
text-to-video R@1
40.7
video-to-text R@1
39.6
InternVideo: General Video Foundation Models via Generative and Discriminative Learning
2022-12-06
코드 1 · 코드 2
Florence
text-to-video R@1
37.6
text-to-video R@5
63.8
text-to-video R@10
72.6
Florence: A New Foundation Model for Computer Vision
2021-11-22
코드 1 · 코드 2
HowToCaption
text-to-video R@1
37.6
text-to-video R@5
62
text-to-video R@10
73.3
text-to-video Median Rank
3
HowToCaption: Prompting LLMs to Transform Video Annotations at Scale
2023-10-07
코드 1
ImageBind
text-to-video R@1
36.8
text-to-video R@5
61.8
text-to-video R@10
70.0
ImageBind: One Embedding Space To Bind Them All
2023-05-09
코드 1 · 코드 2 · 코드 3
OmniVL
text-to-video R@1
34.6
text-to-video R@5
58.4
text-to-video R@10
66.6
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks
2022-09-15
연결 없음
HiTeA-17M
text-to-video R@1
34.4
text-to-video R@5
60.0
text-to-video R@10
69.9
HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training
2022-12-30
연결 없음
Singularity-17M
text-to-video R@1
34.0
text-to-video R@5
56.7
text-to-video R@10
66.7
Revealing Single Frame Bias for Video-and-Language Learning
2022-06-07
코드 1 · 코드 2
CLIP4Clip
text-to-video R@1
32.0
text-to-video R@5
57.0
text-to-video R@10
66.9
text-to-video Median Rank
4
text-to-video Mean Rank
34.0
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
Yatai Ji et. al.
text-to-video R@1
30.9
text-to-video R@5
54.4
text-to-video R@10
65.0
Seeing What You Miss: Vision-Language Pre-training with Semantic Completion Learning
2022-11-24
코드 1
HiTeA-5M
text-to-video R@1
29.9
text-to-video R@5
54.2
text-to-video R@10
62.9
HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training
2022-12-30
연결 없음
Singularity-5M
text-to-video R@1
28.4
text-to-video R@5
50.2
text-to-video R@10
59.5
Revealing Single Frame Bias for Video-and-Language Learning
2022-06-07
코드 1 · 코드 2
Clover
text-to-video R@1
26.4
text-to-video R@5
49.5
text-to-video R@10
60
text-to-video Median Rank
6
Clover: Towards A Unified Video-Language Alignment and Fusion Model
2022-07-16
코드 1
MILES
text-to-video R@1
26.1
text-to-video R@5
47.2
text-to-video R@10
56.9
text-to-video Median Rank
7
MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text Retrieval
2022-04-26
코드 1
Y. Ge et. al.
text-to-video R@1
26.0
text-to-video R@5
46.4
text-to-video R@10
56.4
text-to-video Median Rank
7.0
Bridging Video-text Retrieval with Multiple Choice Questions
2022-01-13
코드 1 · 코드 2
VIOLET
text-to-video R@1
25.9
text-to-video R@5
49.5
text-to-video R@10
59.7
VIOLET : End-to-End Video-Language Transformers with Masked Visual-token Modeling
2021-11-24
코드 1
FROZEN
text-to-video R@1
24.7
text-to-video R@5
46.9
text-to-video R@10
57.2
text-to-video Median Rank
7.0
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
ALPRO
text-to-video R@1
24.1
text-to-video R@5
44.7
text-to-video R@10
55.4
text-to-video Median Rank
8
Align and Prompt: Video-and-Language Pre-training with Entity Prompts
2021-12-17
코드 1