Video on DiDeMo

Metric: text-to-video R@1 (higher is better)

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#	Model↕	text-to-video R@1▼	Extra Data	Paper	Date↕	Code
1	InternVideo2-6B	74.2	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
2	vid-TLDR (UMT-L)	72.3	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
3	VAST	72	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
4	COSA	70.5	Yes	COSA: Concatenated Sample Pretrained Vision-Lang...	2023-06-15	Code
5	UMT-L (ViT-L/16)	70.4	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
6	GRAM	67.3	Yes	Gramian Multimodal Representation Learning and A...	2024-12-16	Code
7	VALOR	61.5	Yes	VALOR: Vision-Audio-Language Omni-Perception Pre...	2023-04-17	Code
8	TESTA (ViT-B/16)	61.2	Yes	TESTA: Temporal-Spatial Token Aggregation for Lo...	2023-10-29	Code
9	VindLU	61.2	Yes	VindLU: A Recipe for Effective Video-and-Languag...	2022-12-09	Code
10	InternVideo	57.9	Yes	InternVideo: General Video Foundation Models via...	2022-12-06	Code
11	RTQ	57.6	No	RTQ: Rethinking Video-language Understanding Bas...	2023-12-01	Code
12	VLAB	56.8	Yes	VLAB: Enhancing Video Language Pre-training by F...	2023-05-22	-
13	HiTeA	56.5	Yes	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
14	MuLTI	56.5	Yes	MuLTI: Efficient Video-and-Language Understandin...	2023-03-10	-
15	mPLUG-2	56.4	Yes	mPLUG-2: A Modularized Multi-modal Foundation Mo...	2023-02-01	Code
16	CLIP-ViP	55.3	Yes	CLIP-ViP: Adapting Pre-trained Image-Text Model ...	2022-09-14	Code
17	STAN	54.6	Yes	Revisiting Temporal Modeling for CLIP-based Imag...	2023-01-26	Code
18	Singularity	53.9	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code
19	DMAE (ViT-B/32)	52.7	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
20	HunYuan_tvr (huge)	52.7	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
21	OmniVL	52.4	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
22	HunYuan_tvr	52.1	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
23	Cap4Video	52	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
24	Clover	50.1	No	Clover: Towards A Unified Video-Language Alignme...	2022-07-16	Code
25	DRL	49	Yes	Disentangled Representation Learning for Text-Vi...	2022-03-14	Code
26	DiffusionRet+QB-Norm	48.9	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
27	PAU	48.6	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
28	VIOLETv2	47.9	No	An Empirical Study of End-to-End Video-Language ...	2022-09-04	Code
29	X-CLIP	47.8	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
30	HBI	46.9	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
31	DiffusionRet	46.7	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
32	CAMoE	43.8	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
33	QB-Norm+CLIP4Clip	43.5	Yes	Cross Modal Retrieval with Querybank Normalisation	2021-12-23	Code
34	CLIP4Clip	43.4	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
35	ALPRO	35.9	Yes	Align and Prompt: Video-and-Language Pre-trainin...	2021-12-17	Code
36	FROZEN	31	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
37	HD-VILA	28.8	No	Advancing High-Resolution Video-Language Represe...	2021-11-19	Code
38	PO Loss	16.3	No	Rudder: A Cross Lingual Video and Text Retrieval...	2021-03-09	Code
39	Collaborative Experts	16.1	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code