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Mingchao Jiang

2 accepted papers

2022

Perceiving and Modeling Density for Image Dehazing

ECCV 2022poster

"In the real world, the degradation of images taken under haze can be quite complex, where the spatial distribution of haze varies from image to image. Recent methods adopt deep neural networks to recover clean scenes from hazy images directly. However, due to the generic design of network architect…

2021

Few-Shot Image Classification: Just Use a Library of Pre-Trained Feature Extractors and a Simple Classifier

ICCV 2021poster

Recent papers have suggested that transfer learning can outperform sophisticated meta-learning methods for few-shot image classification. We take this hypothesis to its logical conclusion, and suggest the use of an ensemble of high-quality, pre-trained feature extractors for few-shot image classific…

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