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项目作者： leaderj1001

项目描述 ：
minimal-segmentation
高级语言： Python
项目地址: git://github.com/leaderj1001/minimal-segmentation.git
创建时间： 2020-07-26T07:41:09Z
项目社区：https://github.com/leaderj1001/minimal-segmentation
开源协议：MIT License
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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
    1. Dataset
    2. ├── prepare.py
    3. │   ├── cityscapes
    4. │   │   ├── leftImg8bit_trainvaltest
    5. |   |   |   ├── leftImg8bit
    6. │   │   │   |   ├── train
    7. │   │   │   |   ├── val
    8. │   │   │   |   ├── test
    9. │   │   ├── gtFine_trainvaltest
    10. |   |   |   ├── gtFine
    11. │   │   │   |   ├── train
    12. │   │   │   |   ├── val
    13. │   │   │   |   ├── test
  3. Train
    1. python main.py --evaluation False
  4. Test
    1. python main.py --evaluation True

Experiment

Datasets Model Mean IoU

Cityscape | DeepLabV3+ | 76.074 |

Todo

  • Distributed
  • COCO dataset