5 papers
Parallel Swin Transformer-Enhanced 3D MRI-to-CT Synthesis for MRI-Only Radiotherapy Planning
Zolnamar Dorjsembe, Hung-Yi Chen, Furen Xiao +1
MRI provides superior soft tissue contrast without ionizing radiation; however, the absence of electron density information limits its direct use for dose calculation. As a result,…
Data Complexity-aware Deep Model Performance Forecasting
Yen-Chia Chen, Hsing-Kuo Pao, Hanjuan Huang
Deep learning models are widely used across computer vision and other domains. When working on the model induction, selecting the right architecture for a given dataset often relie…
BitMar: Low-Bit Multimodal Fusion with Episodic Memory for Edge Devices
Euhid Aman, Esteban Carlin, Hsing-Kuo Pao +3
Cross-attention transformers and other multimodal vision-language models excel at grounding and generation; however, their extensive, full-precision backbones make it challenging t…
Polyp-DDPM: Diffusion-Based Semantic Polyp Synthesis for Enhanced Segmentation
Zolnamar Dorjsembe, Hsing-Kuo Pao, Furen Xiao
This study introduces Polyp-DDPM, a diffusion-based method for generating realistic images of polyps conditioned on masks, aimed at enhancing the segmentation of gastrointestinal (…
The -Curve as an -Dimensional Hypersphere: Properties and Analysis
Diego Vazquez Gonzalez, Hsing-Kuo Pao
In this research, we introduce an algorithm that produces what appears to be a new mathematical object as a consequence of projecting the \( n \)-dimensional \( Z \)-curve onto an…