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01/22/2021
Rethinking Domain Generalization Baselines
Despite being very powerful in standard learning settings, deep learning...
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07/24/2020
Self-Supervised Learning Across Domains
Human adaptability relies crucially on learning and merging knowledge fr...
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05/23/2020
One-Shot Unsupervised Cross-Domain Detection
Despite impressive progress in object detection over the last years, it ...
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10/09/2019
Learning to Generalize One Sample at a Time with Self-Supervision
Although deep networks have significantly increased the performance of v...
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06/12/2019
Tackling Partial Domain Adaptation with Self-Supervision
Domain adaptation approaches have shown promising results in reducing th...
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03/16/2019
Domain Generalization by Solving Jigsaw Puzzles
Human adaptability relies crucially on the ability to learn and merge kn...
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09/28/2018
Domain Generalization with Domain-Specific Aggregation Modules
Visual recognition systems are meant to work in the real world. For this...
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05/05/2017