Life Regression based Patch Slimming for Vision Transformers

no code implementations • 11 Apr 2023 • Jiawei Chen, Lin Chen, Jiang Yang, Tianqi Shi, Lechao Cheng, Zunlei Feng, Mingli Song

In this study, we tackle the patch slimming problem from a different perspective by proposing a life regression module that determines the lifespan of each image patch in one go.

regression

A Loopback Network for Explainable Microvascular Invasion Classification

no code implementations • CVPR 2023 • Shengxuming Zhang, Tianqi Shi, Yang Jiang, Xiuming Zhang, Jie Lei, Zunlei Feng, Mingli Song

The loopback between two branches enables the category label to supervise the cell locating branch to learn the locating ability for cancerous areas.

Binary Classification Classification

How To Prevent the Continuous Damage of Noises To Model Training?

no code implementations • CVPR 2023 • Xiaotian Yu, Yang Jiang, Tianqi Shi, Zunlei Feng, Yuexuan Wang, Mingli Song, Li Sun

To address this problem, the proposed GSS alleviates the damage by switching the current gradient direction of each sample to a new direction selected from a gradient direction pool, which contains all-class gradient directions with different probabilities.

Learning with noisy labels