minimal-segmentation
- DeepLabV3+ (WORK IN PROCESS)
- Reference
- Paper
- Author: Liang-Chieh Chen, Yukun Zhu, George Papandreou, Florian Schroff, Hartwig Adam
- Organization: Google
Usage
- Download Cityscapes Dataset (Cityscapes Link)
- Data Tree
Dataset
├── prepare.py
│ ├── cityscapes
│ │ ├── leftImg8bit_trainvaltest
| | | ├── leftImg8bit
│ │ │ | ├── train
│ │ │ | ├── val
│ │ │ | ├── test
│ │ ├── gtFine_trainvaltest
| | | ├── gtFine
│ │ │ | ├── train
│ │ │ | ├── val
│ │ │ | ├── test
- Train
python main.py --evaluation False
- Test
python main.py --evaluation True
Experiment
Datasets | Model | Mean IoU |
---|---|---|
Cityscape | DeepLabV3+ | 76.074 |
Todo
- Distributed
- COCO dataset