/minimal-segmentation

minimal-segmentation

Primary LanguagePythonMIT LicenseMIT

minimal-segmentation

  • DeepLabV3+ (WORK IN PROCESS)
  • Reference
    • Paper
    • Author: Liang-Chieh Chen, Yukun Zhu, George Papandreou, Florian Schroff, Hartwig Adam
    • Organization: Google

Usage

  1. Download Cityscapes Dataset (Cityscapes Link)
  2. Data Tree
Dataset
 ├── prepare.py
 │   ├── cityscapes
 │   │   ├── leftImg8bit_trainvaltest
 |   |   |   ├── leftImg8bit
 │   │   │   |   ├── train
 │   │   │   |   ├── val
 │   │   │   |   ├── test
 │   │   ├── gtFine_trainvaltest
 |   |   |   ├── gtFine
 │   │   │   |   ├── train
 │   │   │   |   ├── val
 │   │   │   |   ├── test
  1. Train
python main.py --evaluation False
  1. Test
python main.py --evaluation True

Experiment

Datasets Model Mean IoU
Cityscape DeepLabV3+ 76.074

Todo

  • Distributed
  • COCO dataset