Search Results for author: Nan Ying

Found 4 papers, 4 papers with code

PuzzleTuning: Explicitly Bridge Pathological and Natural Image with Puzzles

1 code implementation • 12 Nov 2023 • Tianyi Zhang, Shangqing Lyu, Yanli Lei, Sicheng Chen, Nan Ying, Yufang He, Yu Zhao, Yunlu Feng, Hwee Kuan Lee, Guanglei Zhang

Pathological image analysis is a crucial field in computer vision.

Self-Supervised Learning

Paper
Code

CPIA Dataset: A Comprehensive Pathological Image Analysis Dataset for Self-supervised Learning Pre-training

1 code implementation • 27 Oct 2023 • Nan Ying, Yanli Lei, Tianyi Zhang, Shangqing Lyu, Chunhui Li, Sicheng Chen, Zeyu Liu, Yu Zhao, Guanglei Zhang

This paper presents the comprehensive pathological image analysis (CPIA) dataset, a large-scale SSL pre-training dataset combining 103 open-source datasets with extensive standardization.

Self-Supervised Learning Transfer Learning +1

Paper
Code

CellMix: A General Instance Relationship based Method for Data Augmentation Towards Pathology Image Classification

1 code implementation • 27 Jan 2023 • Tianyi Zhang, Zhiling Yan, Chunhui Li, Nan Ying, Yanli Lei, Yunlu Feng, Yu Zhao, Guanglei Zhang

In pathology image analysis, obtaining and maintaining high-quality annotated samples is an extremely labor-intensive task.

Data Augmentation Image Classification +1

Paper
Code

Shuffle Instances-based Vision Transformer for Pancreatic Cancer ROSE Image Classification

1 code implementation • 14 Aug 2022 • Tianyi Zhang, Youdan Feng, Yunlu Feng, Yu Zhao, Yanli Lei, Nan Ying, Zhiling Yan, Yufang He, Guanglei Zhang

The rapid on-site evaluation (ROSE) technique can signifi-cantly accelerate the diagnosis of pancreatic cancer by im-mediately analyzing the fast-stained cytopathological images.

Image Classification

Paper
Code

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