Video Retrieval on MSR-VTT-1kA

Metric: video-to-text Median Rank (higher is better)

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#	Model↕	video-to-text Median Rank▼	Extra Data	Paper	Date↕	Code
1	CLIP	5	Yes	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
2	Cap4Video	2	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
3	X-CLIP	2	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
4	DiffusionRet	2	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
5	DiffusionRet+QB-Norm	2	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
6	CAMoE	2	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
7	HBI	2	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
8	PAU	2	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
9	CenterCLIP (ViT-B/16)	2	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
10	X-Pool	2	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
11	CLIP2Video	2	Yes	CLIP2Video: Mastering Video-Text Retrieval via I...	2021-06-21	Code
12	CLIP4Clip	2	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
13	HunYuan_tvr (huge)	1	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
14	PIDRo	1	No	-	-	-
15	DMAE (ViT-B/16)	1	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
16	HunYuan_tvr	1	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
17	DRL	1	Yes	Disentangled Representation Learning for Text-Vi...	2022-03-14	Code
18	CLIP2TV	1	Yes	CLIP2TV: Align, Match and Distill for Video-Text...	2021-11-10	-

#1CLIPSOTA
5
video-to-text Median Rank· Extra Data· 2021-02-24
A Straightforward Framework For Video Retrieval Using CLIP Code
#2Cap4Video
2
video-to-text Median Rank· 2022-12-31
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?Code
#3X-CLIP
2
video-to-text Median Rank· 2022-07-15
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval Code
#4DiffusionRet
2
video-to-text Median Rank· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#5DiffusionRet+QB-Norm
2
video-to-text Median Rank· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#6CAMoE
2
video-to-text Median Rank· Extra Data· 2021-09-09
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss Code
#7HBI
2
video-to-text Median Rank· 2023-03-25
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning Code
#8PAU
2
video-to-text Median Rank· 2023-09-29
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval Code
#9CenterCLIP (ViT-B/16)
2
video-to-text Median Rank· Extra Data· 2022-05-02
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval Code
#10X-Pool
2
video-to-text Median Rank· Extra Data· 2022-03-28
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval Code
#11CLIP2Video
2
video-to-text Median Rank· Extra Data· 2021-06-21
CLIP2Video: Mastering Video-Text Retrieval via Image CLIP Code
#12CLIP4Clip
2
video-to-text Median Rank· Extra Data· 2021-04-18
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Code
#13HunYuan_tvr (huge)
1
video-to-text Median Rank· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#14PIDRo
1
video-to-text Median Rank
No paper
#15DMAE (ViT-B/16)
1
video-to-text Median Rank· 2023-09-20
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning Code
#16HunYuan_tvr
1
video-to-text Median Rank· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#17DRL
1
video-to-text Median Rank· Extra Data· 2022-03-14
Disentangled Representation Learning for Text-Video Retrieval Code
#18CLIP2TV
1
video-to-text Median Rank· Extra Data· 2021-11-10
CLIP2TV: Align, Match and Distill for Video-Text Retrieval