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SotA/Computer Vision/Video Retrieval/MSR-VTT-1kA

Video Retrieval on MSR-VTT-1kA

Metric: video-to-text R@5 (higher is better)

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#Model↕video-to-text R@5▼Extra DataPaperDate↕Code
1PIDRo783No---
2HunYuan_tvr (huge)84.9YesTencent Text-Video Retrieval: Hierarchical Cross...2022-04-07-
3EMCL-Net++80.2NoExpectation-Maximization Contrastive Learning fo...2022-11-21Code
4DRL79.9YesDisentangled Representation Learning for Text-Vi...2022-03-14Code
5DMAE (ViT-B/16)79.2NoDual-Modal Attention-Enhanced Text-Video Retriev...2023-09-20Code
6HunYuan_tvr78.4YesTencent Text-Video Retrieval: Hierarchical Cross...2022-04-07-
7CLIP2TV77.4YesCLIP2TV: Align, Match and Distill for Video-Text...2021-11-10-
8X-CLIP76.8NoX-CLIP: End-to-End Multi-grained Contrastive Lea...2022-07-15Code
9SuMA (ViT-B/16)76NoVideo-Text Retrieval by Supervised Sparse Multi-...2023-02-19Code
10Cap4Video75.2NoCap4Video: What Can Auxiliary Captions Do for Te...2022-12-31Code
11CenterCLIP (ViT-B/16)75YesCenterCLIP: Token Clustering for Efficient Text-...2022-05-02Code
12CAMoE74.6YesImproving Video-Text Retrieval by Multi-Stream C...2021-09-09Code
13UCoFiA74.3NoUnified Coarse-to-Fine Alignment for Video-Text ...2023-09-18Code
14DiffusionRet+QB-Norm74.3NoDiffusionRet: Generative Text-Video Retrieval wi...2023-03-17Code
15HBI74.3NoVideo-Text as Game Players: Hierarchical Banzhaf...2023-03-25Code
16DiffusionRet73.8NoDiffusionRet: Generative Text-Video Retrieval wi...2023-03-17Code
17EMCL-Net73.5NoExpectation-Maximization Contrastive Learning fo...2022-11-21Code
18X-Pool73.3YesX-Pool: Cross-Modal Language-Video Attention for...2022-03-28Code
19PAU73NoPrototype-based Aleatoric Uncertainty Quantifica...2023-09-29Code
20CLIP2Video72.3YesCLIP2Video: Mastering Video-Text Retrieval via I...2021-06-21Code
21CLIP4Clip70.9YesCLIP4Clip: An Empirical Study of CLIP for End to...2021-04-18Code
22CLIP51.7YesA Straightforward Framework For Video Retrieval ...2021-02-24Code