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10/20/2022
SimpleClick: Interactive Image Segmentation with Simple Vision Transformers
Click-based interactive image segmentation aims at extracting objects wi...
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10/11/2022
Improving Dense Contrastive Learning with Dense Negative Pairs
Many contrastive representation learning methods learn a single global r...
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10/02/2022
Compositional Generalization in Unsupervised Compositional Representation Learning: A Study on Disentanglement and Emergent Language
Deep learning models struggle with compositional generalization, i.e. th...
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08/17/2020
A Deep Network for Joint Registration and Reconstruction of Images with Pathologies
Registration of images with pathologies is challenging due to tissue app...
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07/25/2020
Robust and Generalizable Visual Representation Learning via Random Convolutions
While successful for various computer vision tasks, deep neural networks...
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07/05/2020
Anatomical Data Augmentation via Fluid-based Image Registration
We introduce a fluid-based image augmentation method for medical image a...
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04/17/2019
DeepAtlas: Joint Semi-Supervised Learning of Image Registration and Segmentation
Deep convolutional neural networks (CNNs) are state-of-the-art for seman...
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03/21/2019