Search Results for author: Chia-Ming Chang

Found 4 papers, 2 papers with code

SpaceEditing: Integrating Human Knowledge into Deep Neural Networks via Interactive Latent Space Editing

no code implementations8 Dec 2022 Jiafu Wei, Ding Xia, Haoran Xie, Chia-Ming Chang, Chuntao Li, Xi Yang

We propose an interactive editing method that allows humans to help deep neural networks (DNNs) learn a latent space more consistent with human knowledge, thereby improving classification accuracy on indistinguishable ambiguous data.

Dimensionality Reduction

SGDraw: Scene Graph Drawing Interface Using Object-Oriented Representation

1 code implementation30 Nov 2022 Tianyu Zhang, Xusheng Du, Chia-Ming Chang, Xi Yang, Haoran Xie

However, it is difficult to draw a proper scene graph for image retrieval, image generation, and multi-modal applications.

Graph Generation Image Generation +5

Efficient Human-in-the-loop System for Guiding DNNs Attention

1 code implementation13 Jun 2022 Yi He, Xi Yang, Chia-Ming Chang, Haoran Xie, Takeo Igarashi

Attention guidance is an approach to addressing dataset bias in deep learning, where the model relies on incorrect features to make decisions.

Active Learning Image Classification

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