WebSep 28, 2024 · We propose a new long-tailed classifier called RoutIng Diverse Experts (RIDE). It reduces the model variance with multiple experts, reduces the model bias with a … WebOct 5, 2024 · We aim to reduce both the bias and the variance of a long-tailed classifier by RoutIng Diverse Experts (RIDE). It has three components: 1) a shared architecture for multiple classifiers (experts); 2) a distribution-aware diversity loss that encourages more diverse decisions for classes with fewer training instances; and 3) an expert routing ...

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Web论文笔记：Long-tailed Recognition by Routing Diverse Distribution-Aware Experts. ... 因为设计了多个classifier experts，而一些简单样本显然不需要这么多的experts，所以就根据样本难易程度进行动态分配。简单来说就是通过一个路由模块，去动态的决定哪些classifier expert ... supplier diversity exchange

Balanced Product of Experts for Long-Tailed Recognition

WebOct 5, 2024 · It reduces the model variance with multiple experts, reduces the model bias with a distribution-aware diversity loss, reduces the computational cost with a dynamic expert routing module. RIDE outperforms the state-of-the-art by 5% to 7% on CIFAR100-LT, ImageNet-LT and iNaturalist 2024 benchmarks. WebThe low tail performance manifests itself in large inter-class confusion and high classifier variance. We aim to reduce both the bias and the variance of a long-tailed classifier by … WebBen & Jerry’s 5. Adidas How to identify your company’s core values (a step-by-step guide) 1. Assign who is in charge 2. Get everyone on board 3. Get inspired 4. Take input 5. Make it … supplier diversity infographic