https://github.com/junjun2016/resnetv1d
https://github.com/junjun2016/resnetv1d
Last synced: 11 months ago
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- Host: GitHub
- URL: https://github.com/junjun2016/resnetv1d
- Owner: Junjun2016
- License: apache-2.0
- Created: 2021-08-31T12:25:06.000Z (almost 5 years ago)
- Default Branch: master
- Last Pushed: 2021-08-31T16:07:50.000Z (almost 5 years ago)
- Last Synced: 2025-01-25T15:44:37.960Z (over 1 year ago)
- Language: Python
- Size: 7.86 MB
- Stars: 3
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- Contributing: .github/CONTRIBUTING.md
- License: LICENSE
- Code of conduct: .github/CODE_OF_CONDUCT.md
Awesome Lists containing this project
README
# ResNetV1d Benchmark
🔥🔥 Based on [MMsegmentation](https://github.com/open-mmlab/mmsegmentation) 🔥🔥
## PASCAL Context 60
### DeepLabV3
| config | mIoU last | mAcc last | eval last | mIoU best | mAcc best | eval best | download |
| ------ | --------- | --------- | --------- | --------- | --------- | --------- | -------- |
| [deeplabv3_r101-v1d-d8_480x480_80k_pascal_context](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_480x480_80k_pascal_context.py) | 45.06 | 55.89 | 10 | 45.06 | 55.89 | 10 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_480x480_80k_pascal_context/20210827_160302.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_480x480_80k_pascal_context/20210827_160302.log.json) |
| [deeplabv3_r101-v1d-d8_480x480_80k_pascal_context](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_480x480_80k_pascal_context.py) | 44.82 | 55.48 | 10 | 44.82 | 55.48 | 10 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_480x480_80k_pascal_context/20210828_185103.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_480x480_80k_pascal_context/20210828_185103.log.json) |
### PSPNet
| config | mIoU last | mAcc last | eval last | mIoU best | mAcc best | eval best | download |
| ------ | --------- | --------- | --------- | --------- | --------- | --------- | -------- |
| [pspnet_r101-v1d-d8_480x480_80k_pascal_context](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/pspnet/pspnet_r101-v1d-d8_480x480_80k_pascal_context.py) | 44.58 | 55.13 | 10 | 44.64 | 55.35 | 8 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/pspnet_r101-v1d-d8_480x480_80k_pascal_context/20210826_232511.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/pspnet_r101-v1d-d8_480x480_80k_pascal_context/20210826_232511.log.json) |
## PASCAL Context 59
### DeepLabV3
| config | mIoU last | mAcc last | eval last | mIoU best | mAcc best | eval best | download |
| ------ | --------- | --------- | --------- | --------- | --------- | --------- | -------- |
| [deeplabv3_r101-v1d-d8_480x480_80k_pascal_context_59](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_480x480_80k_pascal_context_59.py) | 49.6 | 60.26 | 10 | 49.6 | 60.26 | 10 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_480x480_80k_pascal_context_59/20210827_193931.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_480x480_80k_pascal_context_59/20210827_193931.log.json) |
| [deeplabv3_r101-v1d-d8_480x480_80k_pascal_context_59](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_480x480_80k_pascal_context_59.py) | 49.68 | 60.29 | 10 | 49.68 | 60.29 | 10 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_480x480_80k_pascal_context_59/20210827_195640.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_480x480_80k_pascal_context_59/20210827_195640.log.json) |
### PSPNet
| config | mIoU last | mAcc last | eval last | mIoU best | mAcc best | eval best | download |
| ------ | --------- | --------- | --------- | --------- | --------- | --------- | -------- |
| [pspnet_r101-v1d-d8_480x480_80k_pascal_context_59](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/pspnet/pspnet_r101-v1d-d8_480x480_80k_pascal_context_59.py) | 49.76 | 60.73 | 10 | 49.76 | 60.73 | 10 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/pspnet_r101-v1d-d8_480x480_80k_pascal_context_59/20210826_232403.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/pspnet_r101-v1d-d8_480x480_80k_pascal_context_59/20210826_232403.log.json) |
## Cityscapes
### DeepLabV3
| config | mIoU last | mAcc last | eval last | mIoU best | mAcc best | eval best | download |
| ------ | --------- | --------- | --------- | --------- | --------- | --------- | -------- |
| [deeplabv3_r101-v1d-d8_512x1024_80k_cityscapes](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_512x1024_80k_cityscapes.py) | 68.63 | 78.58 | 5 | 70.99 | 80.36 | 4 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x1024_80k_cityscapes/20210826_135900.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x1024_80k_cityscapes/20210826_135900.log.json) |
| [deeplabv3_r101-v1d-d8_512x1024_80k_cityscapes](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_512x1024_80k_cityscapes.py) | 79.37 | 86.54 | 6 | 79.37 | 86.54 | 6 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x1024_80k_cityscapes/20210827_195026.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x1024_80k_cityscapes/20210827_195026.log.json) |
| [deeplabv3_r101-v1d-d8_512x1024_80k_cityscapes](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_512x1024_80k_cityscapes.py) | 79.54 | 86.78 | 2 | 79.54 | 86.78 | 2 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x1024_80k_cityscapes/20210828_153608.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x1024_80k_cityscapes/20210828_153608.log.json) |
| [deeplabv3_r101-v1d-d8_769x769_80k_cityscapes](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_769x769_80k_cityscapes.py) | 79.48 | 87.54 | 10 | 79.48 | 87.54 | 10 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_769x769_80k_cityscapes/20210826_232403.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_769x769_80k_cityscapes/20210826_232403.log.json) |
| [deeplabv3_r101-v1d-d8_769x769_80k_cityscapes](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_769x769_80k_cityscapes.py) | 79.31 | 87.22 | 5 | 79.31 | 87.22 | 5 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_769x769_80k_cityscapes/20210827_193802.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_769x769_80k_cityscapes/20210827_193802.log.json) |
### PSPNet
| config | mIoU last | mAcc last | eval last | mIoU best | mAcc best | eval best | download |
| ------ | --------- | --------- | --------- | --------- | --------- | --------- | -------- |
| [pspnet_r101-v1d-d8_512x1024_80k_cityscapes](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/pspnet/pspnet_r101-v1d-d8_512x1024_80k_cityscapes.py) | 78.97 | 85.63 | 10 | 78.97 | 85.63 | 10 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/pspnet_r101-v1d-d8_512x1024_80k_cityscapes/20210826_232511.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/pspnet_r101-v1d-d8_512x1024_80k_cityscapes/20210826_232511.log.json) |
| [pspnet_r101-v1d-d8_769x769_80k_cityscapes](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/pspnet/pspnet_r101-v1d-d8_769x769_80k_cityscapes.py) | 78.76 | 87.33 | 10 | 78.76 | 87.33 | 10 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/pspnet_r101-v1d-d8_769x769_80k_cityscapes/20210825_152757.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/pspnet_r101-v1d-d8_769x769_80k_cityscapes/20210825_152757.log.json) |
## ADE20k
### DeepLabV3
| config | mIoU last | mAcc last | eval last | mIoU best | mAcc best | eval best | download |
| ------ | --------- | --------- | --------- | --------- | --------- | --------- | -------- |
| [deeplabv3_r101-v1d-d8_512x512_160k_ade20k](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_512x512_160k_ade20k.py) | 31.7 | 42.13 | 3 | 31.7 | 42.13 | 3 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x512_160k_ade20k/20210826_135813.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x512_160k_ade20k/20210826_135813.log.json) |
| [deeplabv3_r101-v1d-d8_512x512_160k_ade20k](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_512x512_160k_ade20k.py) | 37.33 | 49.58 | 4 | 37.33 | 49.58 | 4 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x512_160k_ade20k/20210829_103406.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x512_160k_ade20k/20210829_103406.log.json) |
| [deeplabv3_r101-v1d-d8_512x512_160k_ade20k](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_512x512_160k_ade20k.py) | 40.51 | 51.59 | 3 | 40.51 | 51.59 | 3 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x512_160k_ade20k/20210830_132047.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x512_160k_ade20k/20210830_132047.log.json) |
### PSPNet
| config | mIoU last | mAcc last | eval last | mIoU best | mAcc best | eval best | download |
| ------ | --------- | --------- | --------- | --------- | --------- | --------- | -------- |
| [pspnet_r101-v1d-d8_512x512_160k_ade20k](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/pspnet/pspnet_r101-v1d-d8_512x512_160k_ade20k.py) | 43.78 | 54.06 | 10 | 43.78 | 54.06 | 10 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/pspnet_r101-v1d-d8_512x512_160k_ade20k/20210826_074518.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/pspnet_r101-v1d-d8_512x512_160k_ade20k/20210826_074518.log.json) |
## PASCAL VOC Aug
### DeepLabV3
| config | mIoU last | mAcc last | eval last | mIoU best | mAcc best | eval best | download |
| ------ | --------- | --------- | --------- | --------- | --------- | --------- | -------- |
| [deeplabv3_r101-v1d-d8_512x512_40k_voc12aug](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/deeplabv3/deeplabv3_r101-v1d-d8_512x512_40k_voc12aug.py) | 78.02 | 86.61 | 10 | 78.02 | 86.61 | 10 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x512_40k_voc12aug/20210827_010021.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/deeplabv3_r101-v1d-d8_512x512_40k_voc12aug/20210827_010021.log.json) |
### PSPNet
| config | mIoU last | mAcc last | eval last | mIoU best | mAcc best | eval best | download |
| ------ | --------- | --------- | --------- | --------- | --------- | --------- | -------- |
| [pspnet_r101-v1d-d8_512x512_40k_voc12aug](https://github.com/Junjun2016/ResNetV1d/blob/master/configs/pspnet/pspnet_r101-v1d-d8_512x512_40k_voc12aug.py) | 76.56 | 85.08 | 10 | 77.17 | 85.89 | 9 | [log](https://github.com/Junjun2016/ResNetV1d/work_dirs/pspnet_r101-v1d-d8_512x512_40k_voc12aug/20210825_152828.log) | [20210825_152757.log.json](https://github.com/Junjun2016/ResNetV1d/work_dirs/pspnet_r101-v1d-d8_512x512_40k_voc12aug/20210825_152828.log.json) |