add new model

0d97cc8c · Sugon_ldc · 0d97cc8c · 0d97cc8c · 0d97cc8c · 0d97cc8c
Commit 0d97cc8c authored Jun 07, 2023 by Sugon_ldc
20 changed files
--- a/configs/danet/README.md
+++ b/configs/danet/README.md
+# Dual Attention Network for Scene Segmentation
+
+## Reference
+
+> Fu, Jun, Jing Liu, Haijie Tian, Yong Li, Yongjun Bao, Zhiwei Fang, and Hanqing Lu. "Dual attention network for scene segmentation." In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 3146-3154. 2019.
+
+## Performance
+
+### Cityscapes
+
+| Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
+|-|-|-|-|-|-|-|-|
+|DANet|ResNet50_OS8|1024x512|80000|80.27%|80.53%|-|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/danet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/danet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=6caecf1222a0cc9124a376284a402cbe)|
+
+### Pascal VOC 2012 + Aug
+
+| 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)|
--- a/configs/danet/danet_resnet101_os8_cityscapes_1024x512_80k.yml
+++ b/configs/danet/danet_resnet101_os8_cityscapes_1024x512_80k.yml
+_base_: '../_base_/cityscapes.yml'
+
+batch_size: 1
+iters: 80000
+
+model:
+  type: DANet
+  backbone:
+    type: ResNet101_vd
+    output_stride: 8
+    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet101_vd_ssld.tar.gz
+  num_classes: 19
+  backbone_indices: [2, 3]
+
+optimizer:
+  type: sgd
+
+lr_scheduler:
+  type: PolynomialDecay
+  learning_rate: 0.01
+  power: 0.9
+
+loss:
+  types:
+    - type: CrossEntropyLoss
+    - type: CrossEntropyLoss
+    - type: CrossEntropyLoss
+    - type: CrossEntropyLoss
+  coef: [1, 1, 1, 0.4]
--- a/configs/danet/danet_resnet50_os8_cityscapes_1024x512_80k.yml
+++ b/configs/danet/danet_resnet50_os8_cityscapes_1024x512_80k.yml
+_base_: '../_base_/cityscapes.yml'
+
+batch_size: 2
+iters: 80000
+
+model:
+  type: DANet
+  backbone:
+    type: ResNet50_vd
+    output_stride: 8
+    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet50_vd_ssld_v2.tar.gz
+  num_classes: 19
+  backbone_indices: [2, 3]
+
+optimizer:
+  type: sgd
+
+lr_scheduler:
+  type: PolynomialDecay
+  learning_rate: 0.01
+  power: 0.9
+
+loss:
+  types:
+    - type: CrossEntropyLoss
+    - type: CrossEntropyLoss
+    - type: CrossEntropyLoss
+    - type: CrossEntropyLoss
+  coef: [1, 1, 1, 0.4]
--- a/configs/danet/danet_resnet50_os8_voc12aug_512x512_40k.yml
+++ b/configs/danet/danet_resnet50_os8_voc12aug_512x512_40k.yml
+_base_: '../_base_/pascal_voc12aug.yml'
+
+model:
+  type: DANet
+  backbone:
+    type: ResNet50_vd
+    output_stride: 8
+    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet50_vd_ssld_v2.tar.gz
+  backbone_indices: [2, 3]
+
+loss:
+  types:
+    - type: CrossEntropyLoss
+    - type: CrossEntropyLoss
+    - type: CrossEntropyLoss
+    - type: CrossEntropyLoss
+  coef: [1, 1, 1, 0.4]
--- a/configs/ddrnet/README.md
+++ b/configs/ddrnet/README.md
+# Deep dual-resolution networks for real-time and accurate semantic segmentation of road scenes
+
+## Reference
+
+> Yuanduo Hong, Huihui Pan, Weichao Sun, Yisong Jia. "Deep dual-resolution networks for real-time and accurate semantic segmentation of road scenes." arXiv preprint arXiv:2101.06085 (2021).
+
+## Performance
+
+### Cityscapes
+
+| 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)|
--- a/configs/ddrnet/ddrnet23_cityscapes_1024x1024_120k.yml
+++ b/configs/ddrnet/ddrnet23_cityscapes_1024x1024_120k.yml
+_base_: '../_base_/cityscapes_1024x1024.yml'
+
+batch_size: 3
+iters: 120000
+
+model:
+  type: DDRNet_23
+  enable_auxiliary_loss: False
+  pretrained: https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ddrnet23_cityscapes_1024x1024_120k/pretrain/model.pdparams
+
+optimizer:
+  type: sgd
+  weight_decay: 0.0005
+
+loss:
+  types:
+    - type: OhemCrossEntropyLoss
+  coef: [1]
+
+lr_scheduler:
+  type: PolynomialDecay
+  learning_rate: 0.01
+  end_lr: 0.0
+  power: 0.9
--- a/configs/decoupled_segnet/README.md
+++ b/configs/decoupled_segnet/README.md
+# Improving Semantic Segmentation via Decoupled Body and Edge Supervision
+
+## Reference
+
+> Li, Xiangtai, Xia Li, Li Zhang, Guangliang Cheng, Jianping Shi, Zhouchen Lin, Shaohua Tan, and Yunhai Tong. "Improving semantic segmentation via decoupled body and edge supervision." arXiv preprint arXiv:2007.10035 (2020).
+
+## Performance
+
+### Cityscapes
+
+| 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)|
--- a/configs/decoupled_segnet/decoupledsegnet_resnet50_os8_cityscapes_1024x512_80k.yml
+++ b/configs/decoupled_segnet/decoupledsegnet_resnet50_os8_cityscapes_1024x512_80k.yml
+_base_: '../_base_/cityscapes.yml'
+
+model:
+  type: DecoupledSegNet
+  backbone:
+    type: ResNet50_vd
+    output_stride: 8
+    multi_grid: [1, 2, 4]
+    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet50_vd_ssld_v2.tar.gz
+  num_classes: 19
+  backbone_indices: [0, 3]
+  aspp_ratios: [1, 12, 24, 36]
+  aspp_out_channels: 256
+  align_corners: False
+  pretrained: null
+
+loss:
+  types:
+    - type: OhemCrossEntropyLoss
+    - type: RelaxBoundaryLoss
+    - type: BCELoss
+      weight: 'dynamic'
+      edge_label: True
+    - type: OhemEdgeAttentionLoss
+  coef: [1,1,25,1]
+
+train_dataset:
+  edge: True
--- a/configs/decoupled_segnet/decoupledsegnet_resnet50_os8_cityscapes_832x832_80k.yml
+++ b/configs/decoupled_segnet/decoupledsegnet_resnet50_os8_cityscapes_832x832_80k.yml
+_base_: '../_base_/cityscapes.yml'
+
+model:
+  type: DecoupledSegNet
+  backbone:
+    type: ResNet50_vd
+    output_stride: 8
+    multi_grid: [1, 2, 4]
+    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet50_vd_ssld_v2.tar.gz
+  num_classes: 19
+  backbone_indices: [0, 3]
+  aspp_ratios: [1, 12, 24, 36]
+  aspp_out_channels: 256
+  align_corners: False
+  pretrained: null
+
+loss:
+  types:
+    - type: OhemCrossEntropyLoss
+    - type: RelaxBoundaryLoss
+    - type: BCELoss
+      weight: 'dynamic'
+      edge_label: True
+    - type: OhemEdgeAttentionLoss
+  coef: [1,1,25,1]
+
+train_dataset:
+  transforms:
+    - type: ResizeStepScaling
+      min_scale_factor: 0.75
+      max_scale_factor: 2.0
+      scale_step_size: 0.25
+    - type: RandomPaddingCrop
+      crop_size: [832, 832]
+    - type: RandomHorizontalFlip
+    - type: RandomDistort
+      brightness_range: 0.4
+      contrast_range: 0.4
+      saturation_range: 0.4
+    - type: Normalize
+  edge: True
+
+optimizer:
+  weight_decay: 5.0e-4
--- a/configs/deeplabv3/README.md
+++ b/configs/deeplabv3/README.md
+# Rethinking Atrous Convolution for Semantic Image Segmentation
+
+## Reference
+
+> Chen, Liang-Chieh, George Papandreou, Florian Schroff, and Hartwig Adam. "Rethinking Atrous Convolution for Semantic Image Segmentation." arXiv preprint arXiv:1706.05587 (2017).
+
+## Performance
+
+### Cityscapes
+
+| 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)|
+
+### 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)|
--- a/configs/deeplabv3/deeplabv3_resnet101_os8_cityscapes_1024x512_80k.yml
+++ b/configs/deeplabv3/deeplabv3_resnet101_os8_cityscapes_1024x512_80k.yml
+_base_: 'deeplabv3_resnet50_os8_cityscapes_1024x512_80k.yml'
+
+model:
+  backbone:
+    type: ResNet101_vd
+    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet101_vd_ssld.tar.gz
--- a/configs/deeplabv3/deeplabv3_resnet101_os8_voc12aug_512x512_40k.yml
+++ b/configs/deeplabv3/deeplabv3_resnet101_os8_voc12aug_512x512_40k.yml
+_base_: 'deeplabv3_resnet50_os8_voc12aug_512x512_40k.yml'
+
+model:
+  backbone:
+    type: ResNet101_vd
+    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet101_vd_ssld.tar.gz
--- a/configs/deeplabv3/deeplabv3_resnet50_os8_cityscapes_1024x512_80k.yml
+++ b/configs/deeplabv3/deeplabv3_resnet50_os8_cityscapes_1024x512_80k.yml
+_base_: '../_base_/cityscapes.yml'
+
+batch_size: 2
+iters: 80000
+
+model:
+  type: DeepLabV3
+  backbone:
+    type: ResNet50_vd
+    output_stride: 8
+    multi_grid: [1, 2, 4]
+    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet50_vd_ssld_v2.tar.gz
+  backbone_indices: [3]
+  aspp_ratios: [1, 12, 24, 36]
+  aspp_out_channels: 256
+  align_corners: False
+  pretrained: null
--- a/configs/deeplabv3/deeplabv3_resnet50_os8_voc12aug_512x512_40k.yml
+++ b/configs/deeplabv3/deeplabv3_resnet50_os8_voc12aug_512x512_40k.yml
+_base_: '../_base_/pascal_voc12aug.yml'
+
+model:
+  type: DeepLabV3
+  backbone:
+    type: ResNet50_vd
+    output_stride: 8
+    multi_grid: [1, 2, 4]
+    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet50_vd_ssld_v2.tar.gz
+  backbone_indices: [3]
+  aspp_ratios: [1, 12, 24, 36]
+  aspp_out_channels: 256
+  align_corners: False
+  pretrained: null
--- a/configs/deeplabv3p/README.md
+++ b/configs/deeplabv3p/README.md
+# Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
+
+## Reference
+
+> Chen, Liang-Chieh, Yukun Zhu, George Papandreou, Florian Schroff, and Hartwig Adam. "Encoder-decoder with atrous separable convolution for semantic image segmentation." In Proceedings of the European conference on computer vision (ECCV), pp. 801-818. 2018.
+
+## Performance
+
+### Cityscapes
+
+| 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* 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)|
--- a/configs/deeplabv3p/deeplabv3p_resnet101_os8_cityscapes_1024x512_80k.yml
+++ b/configs/deeplabv3p/deeplabv3p_resnet101_os8_cityscapes_1024x512_80k.yml
+_base_: 'deeplabv3p_resnet50_os8_cityscapes_1024x512_80k.yml'
+
+
+model:
+  backbone:
+    type: ResNet101_vd
+    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet101_vd_ssld.tar.gz
--- a/configs/deeplabv3p/deeplabv3p_resnet101_os8_cityscapes_769x769_80k.yml
+++ b/configs/deeplabv3p/deeplabv3p_resnet101_os8_cityscapes_769x769_80k.yml
+_base_: '../_base_/cityscapes_769x769.yml'
+
+batch_size: 2
+iters: 80000
+
+model:
+  type: DeepLabV3P
+  backbone:
+    type: ResNet101_vd
+    output_stride: 8
+    multi_grid: [1, 2, 4]
+    pretrained:  https://bj.bcebos.com/paddleseg/dygraph/resnet101_vd_ssld.tar.gz
+  num_classes: 19
+  backbone_indices: [0, 3]
+  aspp_ratios: [1, 12, 24, 36]
+  aspp_out_channels: 256
+  align_corners: True
+  pretrained: null
--- a/configs/deeplabv3p/deeplabv3p_resnet101_os8_voc12aug_512x512_40k.yml
+++ b/configs/deeplabv3p/deeplabv3p_resnet101_os8_voc12aug_512x512_40k.yml
+_base_: 'deeplabv3p_resnet50_os8_voc12aug_512x512_40k.yml'
+
+model:
+  backbone:
+    type: ResNet101_vd
+    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet101_vd_ssld.tar.gz
--- a/configs/deeplabv3p/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k.yml
+++ b/configs/deeplabv3p/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k.yml
+_base_: '../_base_/cityscapes.yml'
+
+batch_size: 2
+iters: 80000
+
+model:
+  type: DeepLabV3P
+  backbone:
+    type: ResNet50_vd
+    output_stride: 8
+    multi_grid: [1, 2, 4]
+    pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet50_vd_ssld_v2.tar.gz
+  num_classes: 19
+  backbone_indices: [0, 3]
+  aspp_ratios: [1, 12, 24, 36]
+  aspp_out_channels: 256
+  align_corners: False
+  pretrained: null
--- a/configs/deeplabv3p/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k_rmiloss.yml
+++ b/configs/deeplabv3p/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k_rmiloss.yml
+_base_: 'deeplabv3p_resnet50_os8_cityscapes_1024x512_80k.yml'
+
+loss:
+  types:
+    - type: MixedLoss
+      losses:
+        - type: CrossEntropyLoss
+        - type: RMILoss
+      coef: [0.5, 0.5]