Search Results - "Jang, Donggon"
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1
A Multiple‐State Ion Synaptic Transistor Applicable to Abnormal Car Detection with Transfer Learning
Published in Advanced intelligent systems (01-06-2022)“…An artificial synapse is an essential element to construct a hardware‐based artificial neural network (ANN). While various synaptic devices have been proposed…”
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Journal Article -
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Maximizing discrimination capability of knowledge distillation with energy function
Published in Knowledge-based systems (19-07-2024)“…To apply the latest computer vision techniques that require a large computational cost in real industrial applications, knowledge distillation methods (KDs)…”
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Journal Article -
3
Energy-Based Domain Adaptation Without Intermediate Domain Dataset for Foggy Scene Segmentation
Published in IEEE transactions on image processing (2024)“…Robust segmentation performance under dense fog is crucial for autonomous driving, but collecting labeled real foggy scene datasets is burdensome in the real…”
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Journal Article -
4
Learning Color Representations for Low-Light Image Enhancement
Published in 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (01-01-2022)“…Color conveys important information about the visible world. However, under low-light conditions, both pixel intensity, as well as true color distribution, can…”
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Conference Proceeding -
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Strengthening the Transferability of Adversarial Examples Using Advanced Looking Ahead and Self-CutMix
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01-06-2022)“…Deep neural networks (DNNs) are vulnerable to adversarial examples generated by adding malicious noise imperceptible to a human. The adversarial examples…”
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Conference Proceeding -
6
Maximizing Discrimination Capability of Knowledge Distillation with Energy Function
Published 14-02-2024“…To apply the latest computer vision techniques that require a large computational cost in real industrial applications, knowledge distillation methods (KDs)…”
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Journal Article -
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Temporally Averaged Regression for Semi-Supervised Low-Light Image Enhancement
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01-06-2023)“…Constructing annotated paired datasets for low-light image enhancement is complex and time-consuming, and existing deep learning models often generate noisy…”
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Conference Proceeding -
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Unsupervised Image Denoising with Frequency Domain Knowledge
Published 29-11-2021“…Supervised learning-based methods yield robust denoising results, yet they are inherently limited by the need for large-scale clean/noisy paired datasets. The…”
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Journal Article