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07/12/2023
Large Class Separation is not what you need for Relational Reasoning-based OOD Detection
Standard recognition approaches are unable to deal with novel categories...
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07/23/2022
Towards Open Set 3D Learning: A Benchmark on Object Point Clouds
In the last years, there has been significant progress in the field of 3...
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07/18/2022
Semantic Novelty Detection via Relational Reasoning
Semantic novelty detection aims at discovering unknown categories in the...
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03/17/2022
Contrastive Learning for Cross-Domain Open World Recognition
The ability to evolve is fundamental for any valuable autonomous agent w...
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07/05/2021
Distance-based Hyperspherical Classification for Multi-source Open-Set Domain Adaptation
Vision systems trained in closed-world scenarios will inevitably fail wh...
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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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05/23/2020