mirrors
/
mmsegmentation
mirror of https://github.com/open-mmlab/mmsegmentation.git
1
0
Fork 0
Code Issues Projects Releases Wiki Activity
mmsegmentation/configs/ocrnet
History
Jerry Jiarui XU 2fc821ec13 Add test tutorial (#9) 
* add test tutorial

* remote torch/torchvision from requirements

* update getting started

* rename drop_out_ratio -> dropout_ratio
 		2020-07-12 23:53:56 +08:00
..
README.md init commit 2020-07-10 02:39:01 +08:00
ocrnet_hr18_512x512_20k_voc12aug.py Add test tutorial (#9) 2020-07-12 23:53:56 +08:00
ocrnet_hr18_512x512_40k_voc12aug.py Add test tutorial (#9) 2020-07-12 23:53:56 +08:00
ocrnet_hr18_512x512_80k_ade20k.py Add test tutorial (#9) 2020-07-12 23:53:56 +08:00
ocrnet_hr18_512x512_160k_ade20k.py Add test tutorial (#9) 2020-07-12 23:53:56 +08:00
ocrnet_hr18_512x1024_40k_cityscapes.py init commit 2020-07-10 02:39:01 +08:00
ocrnet_hr18_512x1024_80k_cityscapes.py init commit 2020-07-10 02:39:01 +08:00
ocrnet_hr18_512x1024_160k_cityscapes.py init commit 2020-07-10 02:39:01 +08:00
ocrnet_hr18s_512x512_20k_voc12aug.py init commit 2020-07-10 02:39:01 +08:00
ocrnet_hr18s_512x512_40k_voc12aug.py init commit 2020-07-10 02:39:01 +08:00
ocrnet_hr18s_512x512_80k_ade20k.py init commit 2020-07-10 02:39:01 +08:00
ocrnet_hr18s_512x512_160k_ade20k.py init commit 2020-07-10 02:39:01 +08:00
ocrnet_hr18s_512x1024_40k_cityscapes.py init commit 2020-07-10 02:39:01 +08:00
ocrnet_hr18s_512x1024_80k_cityscapes.py init commit 2020-07-10 02:39:01 +08:00
ocrnet_hr18s_512x1024_160k_cityscapes.py init commit 2020-07-10 02:39:01 +08:00
ocrnet_hr48_512x512_20k_voc12aug.py Add test tutorial (#9) 2020-07-12 23:53:56 +08:00
ocrnet_hr48_512x512_40k_voc12aug.py Add test tutorial (#9) 2020-07-12 23:53:56 +08:00
ocrnet_hr48_512x512_80k_ade20k.py Add test tutorial (#9) 2020-07-12 23:53:56 +08:00
ocrnet_hr48_512x512_160k_ade20k.py Add test tutorial (#9) 2020-07-12 23:53:56 +08:00
ocrnet_hr48_512x1024_40k_cityscapes.py Add test tutorial (#9) 2020-07-12 23:53:56 +08:00
ocrnet_hr48_512x1024_80k_cityscapes.py Add test tutorial (#9) 2020-07-12 23:53:56 +08:00
ocrnet_hr48_512x1024_160k_cityscapes.py Add test tutorial (#9) 2020-07-12 23:53:56 +08:00

README.md

Object-Contextual Representations for Semantic Segmentation

Introduction

@article{yuan2019ocr,
  title={Object-Contextual Representations for Semantic Segmentation},
  author={Yuan Yuhui and Chen Xilin and Wang Jingdong},
  journal={arXiv preprint arXiv:1909.11065},
  year={2019}
}

Results and models

Cityscapes

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) download
OCRNet HRNetV2p-W18-Small 512x1024 40000 3.5 10.45 74.30 75.95 model | log
OCRNet HRNetV2p-W18 512x1024 40000 4.7 7.50 77.72 79.49 model | log
OCRNet HRNetV2p-W48 512x1024 40000 8 4.22 80.58 81.79 model | log
OCRNet HRNetV2p-W18-Small 512x1024 80000 - - 77.16 78.66 model | log
OCRNet HRNetV2p-W18 512x1024 80000 - - 78.57 80.46 model | log
OCRNet HRNetV2p-W48 512x1024 80000 - - 80.70 81.87 model | log
OCRNet HRNetV2p-W18-Small 512x1024 160000 - - 78.45 79.97 model | log
OCRNet HRNetV2p-W18 512x1024 160000 - - 79.47 80.91 model | log
OCRNet HRNetV2p-W48 512x1024 160000 - - 81.35 82.70 model | log

ADE20K

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) download
OCRNet HRNetV2p-W18-Small 512x512 80000 6.7 28.98 35.06 35.80 model | log
OCRNet HRNetV2p-W18 512x512 80000 7.9 18.93 37.79 39.16 model | log
OCRNet HRNetV2p-W48 512x512 80000 11.2 16.99 43.00 44.30 model | log
OCRNet HRNetV2p-W18-Small 512x512 160000 - - 37.19 38.40 model | log
OCRNet HRNetV2p-W18 512x512 160000 - - 39.32 40.80 model | log
OCRNet HRNetV2p-W48 512x512 160000 - - 43.25 44.88 model | log

Pascal VOC 2012 + Aug

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) download
OCRNet HRNetV2p-W18-Small 512x512 20000 3.5 31.55 71.70 73.84 model | log
OCRNet HRNetV2p-W18 512x512 20000 4.7 19.91 74.75 77.11 model | log
OCRNet HRNetV2p-W48 512x512 20000 8.1 17.83 77.72 79.87 model | log
OCRNet HRNetV2p-W18-Small 512x512 40000 - - 72.76 74.60 model | log
OCRNet HRNetV2p-W18 512x512 40000 - - 74.98 77.40 model | log
OCRNet HRNetV2p-W48 512x512 40000 - - 77.14 79.71 model | log