CAMoE
CAMoE
**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](https://paperswithcode.com/method/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.
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss
https://paperswithcode.com/paper/improving-video-text-retrieval-by-multi
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss