Search Results for author: Wonjoon Chang

Found 4 papers, 2 papers with code

Understanding Distributed Representations of Concepts in Deep Neural Networks without Supervision

2 code implementations28 Dec 2023 Wonjoon Chang, Dahee Kwon, Jaesik Choi

Understanding intermediate representations of the concepts learned by deep learning classifiers is indispensable for interpreting general model behaviors.

Edge-oriented Implicit Neural Representation with Channel Tuning

no code implementations22 Sep 2022 Wonjoon Chang, Dahee Kwon, Bumjin Park

In addition, we propose Edge-oriented Representation Network (EoREN) that can reconstruct the image with clear edges by fitting gradient information (Edge-oriented module).

Can We Find Neurons that Cause Unrealistic Images in Deep Generative Networks?

1 code implementation17 Jan 2022 Hwanil Choi, Wonjoon Chang, Jaesik Choi

Even though Generative Adversarial Networks (GANs) have shown a remarkable ability to generate high-quality images, GANs do not always guarantee the generation of photorealistic images.

GAN image forensics Image Generation +2

Interpretation of Deep Temporal Representations by Selective Visualization of Internally Activated Nodes

no code implementations27 Apr 2020 Sohee Cho, Ginkyeng Lee, Wonjoon Chang, Jaesik Choi

Recently deep neural networks demonstrate competitive performances in classification and regression tasks for many temporal or sequential data.

Clustering General Classification

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