Methods › Computer Vision › Video-Text Retrieval Models › CAMoE
CAMoE
Introduced by Xing Cheng et al. in Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
CAMoE is a multi-stream Corpus Alignment network with single gate Mixture-of-Experts (MoE) for video-text retrieval. The CAMoE employs Mixture-of-Experts (MoE) to extract multi-perspective video representations, including action, entity, scene, etc., then align them with the corresponding part of the text. A Dual Softmax Loss (DSL) is used to avoid the one-way optimum-match which occurs in previous contrastive methods. Introducing the intrinsic prior of each pair in a batch, DSL serves as a reviser to correct the similarity matrix and achieves the dual optimal match.
Papers archive 2025-07-28
2 shown of 2, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
-
An Audio-centric Multi-task Learning Framework for Streaming Ads Targeting on Spotify 23 Jun 2025 · 0 repositories · arXiv:2506.18735
-
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss 9 Sep 2021 · 2 repositories · arXiv:2109.04290
Tasks archive 2025-07-28
7 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Mixture-of-Experts | 2 |
| Click-Through Rate Prediction | 1 |
| Multi-Task Learning | 1 |
| Retrieval | 1 |
| Text Retrieval | 1 |
| Video Retrieval | 1 |
| Video-Text Retrieval | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections