arxivcs.CV2026-06-26
Controllable Histopathology Image Synthesis with Training-free Structural Initialization and Textural Modulation
Yuheng Qiu, Jingyi Luo, Chenfei Ye, Ting Ma, Jianfeng Cao
Deep learning has demonstrated remarkable success in high-throughput histopathology image analysis. However, the performance of learning-based models critically depends on the quality and size of annotations by expert pathologists, which is a resource-intensive and time-consuming…