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Sangheum Hwang

Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation

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Oct 19, 2024
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StochCA: A Novel Approach for Exploiting Pretrained Models with Cross-Attention

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Feb 25, 2024
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GTA: Guided Transfer of Spatial Attention from Object-Centric Representations

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Jan 05, 2024
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Few-shot Fine-tuning is All You Need for Source-free Domain Adaptation

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Apr 24, 2023
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Rethinking Evaluation Protocols of Visual Representations Learned via Self-supervised Learning

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Apr 07, 2023
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Deep Active Learning with Contrastive Learning Under Realistic Data Pool Assumptions

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Mar 25, 2023
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A Unified Benchmark for the Unknown Detection Capability of Deep Neural Networks

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Dec 01, 2021
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Elucidating Noisy Data via Uncertainty-Aware Robust Learning

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Nov 02, 2021
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Confidence-Aware Learning for Deep Neural Networks

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Jul 07, 2020
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Self-Knowledge Distillation: A Simple Way for Better Generalization

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Jun 22, 2020
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