most citedUnsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification

6 citations · 7 across the 2 of their papers we have counts for

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2 papers

cs.CV2022★ 1 cited

Unsupervised Visual Representation Learning via Mutual Information Regularized Assignment

Dong Hoon Lee, Sungik Choi, Hyunwoo Kim +1

This paper proposes Mutual Information Regularized Assignment (MIRA), a pseudo-labeling algorithm for unsupervised representation learning inspired by information maximization. We…

cs.CV2021★ 6 cited

Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification

Dong Hoon Lee, Sae-Young Chung

We propose unsupervised embedding adaptation for the downstream few-shot classification task. Based on findings that deep neural networks learn to generalize before memorizing, we…