[Docs] update multi-scale val results (PaddlePaddle#2978)

Author: zhaoyantao-murray

configs/ann/README.md

@@ -10,12 +10,12 @@
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|
-|ANN|ResNet50_OS8|1024x512|80000|79.09%|79.31%|79.56%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=b849c8e06b6ccd33514d436635b9e102)|
-|ANN|ResNet101_OS8|1024x512|80000|80.61%|80.98%|81.25%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=ed1cb9321385f1480dda418db71bd4c0)|
+|ANN|ResNet50_OS8|1024x512|80000|79.09%|79.31%|79.90%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=b849c8e06b6ccd33514d436635b9e102)|
+|ANN|ResNet101_OS8|1024x512|80000|80.61%|80.98%|81.50%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=ed1cb9321385f1480dda418db71bd4c0)|
 
 ### Pascal VOC 2012 + Aug
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|
-|ANN|ResNet50_OS8|512x512|40000|80.82%|81.10%|81.42%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3a5e7bc1b44c3f552f73bdbe569e5a76)|
-|ANN|ResNet101_OS8|512x512|40000|79.62%|79.84%|80.05%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=02c57c64c72cf87cf3b3d5b2373399a0)|
+|ANN|ResNet50_OS8|512x512|40000|80.82%|81.10%|81.67%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3a5e7bc1b44c3f552f73bdbe569e5a76)|
+|ANN|ResNet101_OS8|512x512|40000|79.62%|79.84%|80.33%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=02c57c64c72cf87cf3b3d5b2373399a0)|

configs/bisenet/README.md

@@ -10,4 +10,4 @@
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |-|-|-|-|-|-|-|-|
-|BiSeNetv2|-|1024x1024|160000|73.19%|74.19%|74.43%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_resnet18_os8_cityscapes_1024x512_160k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_resnet18_os8_cityscapes_1024x512_160k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3ccfaff613de769eadb76f8379afffa5)|
+|BiSeNetv2|-|1024x1024|160000|73.19%|74.19%|74.61%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_resnet18_os8_cityscapes_1024x512_160k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_resnet18_os8_cityscapes_1024x512_160k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3ccfaff613de769eadb76f8379afffa5)|

configs/bisenetv1/README.md

@@ -10,4 +10,4 @@
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |-|-|-|-|-|-|-|-|
-|BiSeNetV1|-|1024x512|160000|75.19%|75.99%|76.77%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_cityscapes_1024x512_160k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_cityscapes_1024x512_160k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=d2807bd39677b369ee84054e46a3df96)|
+|BiSeNetV1|-|1024x512|160000|75.19%|75.99%|76.81%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_cityscapes_1024x512_160k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_cityscapes_1024x512_160k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=d2807bd39677b369ee84054e46a3df96)|

configs/ccnet/README.md

@@ -10,4 +10,4 @@
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |-|-|-|-|-|-|-|-|
-|CCNet|ResNet101_OS8|769x769|60000|80.95%|81.23%|81.32%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ccnet_resnet101_os8_cityscapes_769x769_60k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ccnet_resnet101_os8_cityscapes_769x769_60k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=6828616e27a1e15f1442beb3b4834048)|
+|CCNet|ResNet101_OS8|769x769|60000|80.95%|81.23%|81.53%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ccnet_resnet101_os8_cityscapes_769x769_60k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ccnet_resnet101_os8_cityscapes_769x769_60k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=6828616e27a1e15f1442beb3b4834048)|

configs/danet/README.md

@@ -16,4 +16,4 @@
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |-|-|-|-|-|-|-|-|
-|DANet|ResNet50_OS8|512x512|40000|78.55%|78.93%|79.68%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/danet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/danet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=51a403a54302bc81dd5ec0310a6d50ba)|
+|DANet|ResNet50_OS8|512x512|40000|78.55%|78.93%|79.49%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/danet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/danet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=51a403a54302bc81dd5ec0310a6d50ba)|

configs/ddrnet/README.md

@@ -10,4 +10,4 @@
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |-|-|-|-|-|-|-|-|
-|DDRNet_23|-|1024x1024|120000|79.85%|80.11%|80.44%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ddrnet23_cityscapes_1024x1024_120k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ddrnet23_cityscapes_1024x1024_120k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=33c0d5f37e5a708c605e43ef3845ea56)|
+|DDRNet_23|-|1024x1024|120000|79.85%|80.11%|80.59%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ddrnet23_cityscapes_1024x1024_120k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ddrnet23_cityscapes_1024x1024_120k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=33c0d5f37e5a708c605e43ef3845ea56)|

configs/decoupled_segnet/README.md

@@ -10,5 +10,5 @@
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|
-|DecoupledSegNet|ResNet50_OS8|1024x512|80000|80.86%|81.34%|81.49%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=3c5cba5e6f89b33dc75b43c62026dc12)|
-|DecoupledSegNet|ResNet50_OS8|832x832|80000|81.26%|81.56%|81.80%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_832x832_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_832x832_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e3e8f9044d96a57f7337f5928f2c265f)|
+|DecoupledSegNet|ResNet50_OS8|1024x512|80000|80.86%|81.34%|81.78%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=3c5cba5e6f89b33dc75b43c62026dc12)|
+|DecoupledSegNet|ResNet50_OS8|832x832|80000|81.26%|81.56%|81.99%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_832x832_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_832x832_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e3e8f9044d96a57f7337f5928f2c265f)|

configs/deeplabv3/README.md

@@ -10,12 +10,12 @@
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|
-|DeepLabV3|ResNet50_OS8|1024x512|80000|79.90%|80.22%|80.47%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=7e30d1cb34cd94400e1e1266538dfb6c)|
-|DeepLabV3|ResNet101_OS8|1024x512|80000|80.85%|81.09%|81.54%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=1ff25b7f3c5e88a051b9dd273625f942)|
+|DeepLabV3|ResNet50_OS8|1024x512|80000|79.90%|80.22%|80.89%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=7e30d1cb34cd94400e1e1266538dfb6c)|
+|DeepLabV3|ResNet101_OS8|1024x512|80000|80.85%|81.09%|81.78%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=1ff25b7f3c5e88a051b9dd273625f942)|
 
 ### Pascal VOC 2012 + Aug
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|
-|DeepLabV3|ResNet50_OS8|512x512|40000|79.76%|80.11%|80.71%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a962383ae3c581aa75f644c2dfbdae29)|
-|DeepLabV3|ResNet101_OS8|512x512|40000|80.62%|80.87%|81.48%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e20ea47329476ceb9150961154b87c8b)|
+|DeepLabV3|ResNet50_OS8|512x512|40000|79.76%|80.11%|81.05%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a962383ae3c581aa75f644c2dfbdae29)|
+|DeepLabV3|ResNet101_OS8|512x512|40000|80.62%|80.87%|81.59%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e20ea47329476ceb9150961154b87c8b)|

configs/deeplabv3p/README.md

@@ -10,16 +10,16 @@
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|
-|DeepLabV3P|ResNet50_OS8|1024x512|80000|80.36%|80.57%|80.81%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=860bd0049ba5495d629a96d5aaf1bf75)|
-|DeepLabV3P*|ResNet50_OS8|1024x512|80000|81.18%| 81.42% | 81.48% |[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k_rmiloss/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k_rmiloss/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=ce094fb8a42c056b6edb92f975cfa0e3)|
-|DeepLabV3P|ResNet101_OS8|1024x512|80000|81.10%|81.38%|81.24%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=8b11e75b8977a0fd74180145350c27de)|
-|DeepLabV3P|ResNet101_OS8|769x769|80000|81.53%|81.88%|82.12%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_769x769_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_769x769_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=420039406361cbc3cf7ec14c1084d886)|
+|DeepLabV3P|ResNet50_OS8|1024x512|80000|80.36%|80.57%|81.33%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=860bd0049ba5495d629a96d5aaf1bf75)|
+|DeepLabV3P*|ResNet50_OS8|1024x512|80000|81.18%| 81.42% | 82.00% |[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k_rmiloss/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k_rmiloss/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=ce094fb8a42c056b6edb92f975cfa0e3)|
+|DeepLabV3P|ResNet101_OS8|1024x512|80000|81.10%|81.38%|81.76%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=8b11e75b8977a0fd74180145350c27de)|
+|DeepLabV3P|ResNet101_OS8|769x769|80000|81.53%|81.88%|82.32%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_769x769_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_769x769_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=420039406361cbc3cf7ec14c1084d886)|
 
 DeepLabV3P* is DeepLabV3P with [RMI Loss](https://arxiv.org/abs/1910.12037), which requires paddlepaddle=2.2.
 
 ### Pascal VOC 2012 + Aug
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|
-|DeepLabV3P|ResNet50_OS8|512x512|40000|80.66%|81.33%|81.49%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a2891ac5fb866b3ea8c38289e5b1d686)|
-|DeepLabV3P|ResNet101_OS8|512x512|40000|80.60%|80.77%|80.75%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=304048e5c2b57949f56b75b88ccb5645)|
+|DeepLabV3P|ResNet50_OS8|512x512|40000|80.66%|81.33%|81.93%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a2891ac5fb866b3ea8c38289e5b1d686)|
+|DeepLabV3P|ResNet101_OS8|512x512|40000|80.60%|80.77%|81.22%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=304048e5c2b57949f56b75b88ccb5645)|

configs/dmnet/README.md

@@ -10,4 +10,4 @@
 
 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
 |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|
-|DMNet|ResNet101_vd|1024x512|80000|79.67%|80.11%|80.56%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/dmnet_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/dmnet_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=d5bac108e3ff90136771b677d8459d17)
+|DMNet|ResNet101_vd|1024x512|80000|79.67%|80.11%|80.69%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/dmnet_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/dmnet_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=d5bac108e3ff90136771b677d8459d17)