3 papers
cs.CV2026
Training-Time Optical Priors for Wireless Capsule Endoscopy Classification: Hemoglobin-Aware Input Fusion with Cross-Vendor Evaluation
Chengshuai Yang, Lei Xing, Keyaan Zawad Alam +4
Gastrointestinal cancers cause approximately 3.4 million deaths annually, and early small-bowel lesions are easily missed at wireless capsule endoscopy (WCE). RGB-trained WCE class…
cs.CV2026
Designing Any Imaging System from Natural Language: Agent-Constrained Composition over a Finite Primitive Basis
Chengshuai Yang
Designing a computational imaging system -- selecting operators, setting parameters, validating consistency -- requires weeks of specialist effort per modality, creating an experti…
cs.CV2026
InverseNet: Benchmarking Operator Mismatch and Calibration Across Compressive Imaging Modalities
Chengshuai Yang, Xin Yuan
State-of-the-art EfficientSCI loses 20.58 dB when its assumed forward operator deviates from physical reality in just eight parameters, yet no existing benchmark quantifies operato…