Zero-Shot Video Retrieval on DiDeMo

Metric: text-to-video R@10 (higher is better)

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#	Model↕	text-to-video R@10▼	Extra Data	Paper	Date↕	Code
1	InternVideo2-1B	85.1	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
2	InternVideo2-6B	84.6	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
3	vid-TLDR (UMT-L)	81	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
4	GRAM	80.7	Yes	Gramian Multimodal Representation Learning and A...	2024-12-16	Code
5	VAST	79.6	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
6	mPLUG-2	79.2	No	mPLUG-2: A Modularized Multi-modal Foundation Mo...	2023-02-01	Code
7	UMT-L (ViT-L/16)	79	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
8	HiTeA-17M	79	Yes	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
9	LanguageBind(ViT-H/14)	74.6	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
10	LanguageBind(ViT-L/14)	73.8	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
11	BT-Adapter	72.6	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
12	HiTeA-5M	70.3	Yes	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
13	Singularity-17M	69.9	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code
14	Singularity-5M	69.3	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code
15	OmniVL	68.5	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
16	InternVideo	68.2	Yes	InternVideo: General Video Foundation Models via...	2022-12-06	Code
17	Clover	66.3	Yes	Clover: Towards A Unified Video-Language Alignme...	2022-07-16	Code
18	MILES	63.6	No	MILES: Visual BERT Pre-training with Injected La...	2022-04-26	Code
19	Y. Ge et. al.	61.1	No	Bridging Video-text Retrieval with Multiple Choi...	2022-01-13	Code
20	OA-Trans	59.8	No	Object-aware Video-language Pre-training for Ret...	2021-12-01	Code
21	VIOLET	59.8	No	VIOLET : End-to-End Video-Language Transformers ...	2021-11-24	Code
22	LaT	58.9	No	LaT: Latent Translation with Cycle-Consistency f...	2022-07-11	-
23	M. Bain et. al.	58.5	No	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
24	ALPRO	57.9	No	Align and Prompt: Video-and-Language Pre-trainin...	2021-12-17	Code
25	FROZEN	56.2	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code

#1InternVideo2-1BSOTA
85.1
text-to-video R@10· Extra Data· 2024-03-22
InternVideo2: Scaling Foundation Models for Multimodal Video Understanding Code
#2InternVideo2-6B
84.6
text-to-video R@10· Extra Data· 2024-03-22
InternVideo2: Scaling Foundation Models for Multimodal Video Understanding Code
#3vid-TLDR (UMT-L)SOTA
81
text-to-video R@10· Extra Data· 2024-03-20
vid-TLDR: Training Free Token merging for Light-weight Video Transformer Code
#4GRAM
80.7
text-to-video R@10· Extra Data· 2024-12-16
Gramian Multimodal Representation Learning and Alignment Code
#5VASTSOTA
79.6
text-to-video R@10· Extra Data· 2023-05-29
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset Code
#6mPLUG-2SOTA
79.2
text-to-video R@10· 2023-02-01
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video Code
#7UMT-L (ViT-L/16)
79
text-to-video R@10· Extra Data· 2023-03-28
Unmasked Teacher: Towards Training-Efficient Video Foundation Models Code
#8HiTeA-17MSOTA
79
text-to-video R@10· Extra Data· 2022-12-30
HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training
#9LanguageBind(ViT-H/14)
74.6
text-to-video R@10· Extra Data· 2023-10-03
LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment Code
#10LanguageBind(ViT-L/14)
73.8
text-to-video R@10· Extra Data· 2023-10-03
LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment Code
#11BT-Adapter
72.6
text-to-video R@10· 2023-09-27
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning Code
#12HiTeA-5M
70.3
text-to-video R@10· Extra Data· 2022-12-30
HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training
#13Singularity-17MSOTA
69.9
text-to-video R@10· Extra Data· 2022-06-07
Revealing Single Frame Bias for Video-and-Language Learning Code
#14Singularity-5M
69.3
text-to-video R@10· Extra Data· 2022-06-07
Revealing Single Frame Bias for Video-and-Language Learning Code
#15OmniVL
68.5
text-to-video R@10· Extra Data· 2022-09-15
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks
#16InternVideo
68.2
text-to-video R@10· Extra Data· 2022-12-06
InternVideo: General Video Foundation Models via Generative and Discriminative Learning Code
#17Clover
66.3
text-to-video R@10· Extra Data· 2022-07-16
Clover: Towards A Unified Video-Language Alignment and Fusion Model Code
#18MILESSOTA
63.6
text-to-video R@10· 2022-04-26
MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text Retrieval Code
#19Y. Ge et. al.SOTA
61.1
text-to-video R@10· 2022-01-13
Bridging Video-text Retrieval with Multiple Choice Questions Code
#20OA-Trans
59.8
text-to-video R@10· 2021-12-01
Object-aware Video-language Pre-training for Retrieval Code
#21VIOLETSOTA
59.8
text-to-video R@10· 2021-11-24
VIOLET : End-to-End Video-Language Transformers with Masked Visual-token Modeling Code
#22LaT
58.9
text-to-video R@10· 2022-07-11
LaT: Latent Translation with Cycle-Consistency for Video-Text Retrieval
#23M. Bain et. al.SOTA
58.5
text-to-video R@10· 2021-04-01
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval Code
#24ALPRO
57.9
text-to-video R@10· 2021-12-17
Align and Prompt: Video-and-Language Pre-training with Entity Prompts Code
#25FROZEN
56.2
text-to-video R@10· Extra Data· 2021-04-01
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval Code