Computer Science - Computer Vision and Pattern Recognition

A Study on Self-Supervised Object Detection Pretraining
In this work, we study different approaches to self-supervised pretraining of object detection models. We first design a general …
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Substitutional Neural Image Compression
We describe Substitutional Neural Image Compression (SNIC), a general approach for enhancing any neural image compression model, that …
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Block Switching: A Stochastic Approach for Deep Learning Security
Recent study of adversarial attacks has revealed the vulnerability of modern deep learning models. That is, subtly crafted …
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