Background Clustering Pre-training for Few-shot Segmentation

no code implementations • 6 Dec 2023 • Zhimiao Yu, Tiancheng Lin, Yi Xu

In this paper, we propose a new pre-training scheme for FSS via decoupling the novel classes from background, called Background Clustering Pre-Training (BCPT).

Few-Shot Semantic Segmentation

SLPD: Slide-level Prototypical Distillation for WSIs

1 code implementation • 20 Jul 2023 • Zhimiao Yu, Tiancheng Lin, Yi Xu

Specifically, we iteratively perform intra-slide clustering for the regions (4096x4096 patches) within each WSI to yield the prototypes and encourage the region representations to be closer to the assigned prototypes.

Representation Learning Self-Supervised Learning

Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images

1 code implementation • CVPR 2023 • Tiancheng Lin, Zhimiao Yu, Hongyu Hu, Yi Xu, Chang Wen Chen

This deficiency is a confounder that limits the performance of existing MIL methods.