/CDNet

ICCV2021-CDNet: Centripetal Direction Network for Nuclear Instance Segmentation

Primary LanguagePython

CDNet: Centripetal Direction Network for Nuclear Instance Segmentation

[ICCV2021]

The code includes training and inference procedures for CDNet.

Tips: There is a result written mistake (U-Net) in Table 4 in the original paper. The correct result is：

MoNuSeg

Method Name Dice AJI
U-Net 0.8184 0.5910
Mask-RCNN 0.7600 0.5460
DCAN 0.7920 0.5250
Micro-Net 0.7970 0.5600
DIST 0.7890 0.5590
CIA-Net 0.8180 0.6200
U-Net 0.8027 0.6039
Hover-Net 0.8260 0.6180
BRP-Net - 0.6422
PFF-Net 0.8091 0.6107
Our CDNet 0.8316 0.6331

Getting Started

Create a data folder(/data) and put the datasets(MoNuSeg, CPM17) in it.

Train

cd CDNet/
python train.py

Test

cd CDNet/
python test.py