| Collections: | |
| - Name: LRASPP | |
| License: Apache License 2.0 | |
| Metadata: | |
| Training Data: | |
| - Cityscapes | |
| Paper: | |
| Title: Searching for MobileNetV3 | |
| URL: https://arxiv.org/abs/1905.02244 | |
| README: configs/mobilenet_v3/README.md | |
| Frameworks: | |
| - PyTorch | |
| Models: | |
| - Name: mobilenet-v3-d8_lraspp_4xb4-320k_cityscapes-512x1024 | |
| In Collection: LRASPP | |
| Results: | |
| Task: Semantic Segmentation | |
| Dataset: Cityscapes | |
| Metrics: | |
| mIoU: 69.54 | |
| mIoU(ms+flip): 70.89 | |
| Config: configs/mobilenet_v3/mobilenet-v3-d8_lraspp_4xb4-320k_cityscapes-512x1024.py | |
| Metadata: | |
| Training Data: Cityscapes | |
| Batch Size: 16 | |
| Architecture: | |
| - M-V3-D8 | |
| - LRASPP | |
| Training Resources: 4x V100 GPUS | |
| Memory (GB): 8.9 | |
| Weights: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3-d8_512x1024_320k_cityscapes/lraspp_m-v3-d8_512x1024_320k_cityscapes_20201224_220337-cfe8fb07.pth | |
| Training log: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3-d8_512x1024_320k_cityscapes/lraspp_m-v3-d8_512x1024_320k_cityscapes-20201224_220337.log.json | |
| Paper: | |
| Title: Searching for MobileNetV3 | |
| URL: https://arxiv.org/abs/1905.02244 | |
| Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/backbones/mobilenet_v3.py#L15 | |
| Framework: PyTorch | |
| - Name: mobilenet-v3-d8-scratch_lraspp_4xb4-320k_cityscapes-512x1024 | |
| In Collection: LRASPP | |
| Results: | |
| Task: Semantic Segmentation | |
| Dataset: Cityscapes | |
| Metrics: | |
| mIoU: 67.87 | |
| mIoU(ms+flip): 69.78 | |
| Config: configs/mobilenet_v3/mobilenet-v3-d8-scratch_lraspp_4xb4-320k_cityscapes-512x1024.py | |
| Metadata: | |
| Training Data: Cityscapes | |
| Batch Size: 16 | |
| Architecture: | |
| - M-V3-D8 | |
| - LRASPP | |
| Training Resources: 4x V100 GPUS | |
| Memory (GB): 8.9 | |
| Weights: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3-d8_scratch_512x1024_320k_cityscapes/lraspp_m-v3-d8_scratch_512x1024_320k_cityscapes_20201224_220337-9f29cd72.pth | |
| Training log: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3-d8_scratch_512x1024_320k_cityscapes/lraspp_m-v3-d8_scratch_512x1024_320k_cityscapes-20201224_220337.log.json | |
| Paper: | |
| Title: Searching for MobileNetV3 | |
| URL: https://arxiv.org/abs/1905.02244 | |
| Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/backbones/mobilenet_v3.py#L15 | |
| Framework: PyTorch | |
| - Name: mobilenet-v3-d8-s_lraspp_4xb4-320k_cityscapes-512x1024 | |
| In Collection: LRASPP | |
| Results: | |
| Task: Semantic Segmentation | |
| Dataset: Cityscapes | |
| Metrics: | |
| mIoU: 64.11 | |
| mIoU(ms+flip): 66.42 | |
| Config: configs/mobilenet_v3/mobilenet-v3-d8-s_lraspp_4xb4-320k_cityscapes-512x1024.py | |
| Metadata: | |
| Training Data: Cityscapes | |
| Batch Size: 16 | |
| Architecture: | |
| - M-V3s-D8 | |
| - LRASPP | |
| Training Resources: 4x V100 GPUS | |
| Memory (GB): 5.3 | |
| Weights: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3s-d8_512x1024_320k_cityscapes/lraspp_m-v3s-d8_512x1024_320k_cityscapes_20201224_223935-61565b34.pth | |
| Training log: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3s-d8_512x1024_320k_cityscapes/lraspp_m-v3s-d8_512x1024_320k_cityscapes-20201224_223935.log.json | |
| Paper: | |
| Title: Searching for MobileNetV3 | |
| URL: https://arxiv.org/abs/1905.02244 | |
| Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/backbones/mobilenet_v3.py#L15 | |
| Framework: PyTorch | |
| - Name: mobilenet-v3-d8-scratch-s_lraspp_4xb4-320k_cityscapes-512x1024 | |
| In Collection: LRASPP | |
| Results: | |
| Task: Semantic Segmentation | |
| Dataset: Cityscapes | |
| Metrics: | |
| mIoU: 62.74 | |
| mIoU(ms+flip): 65.01 | |
| Config: configs/mobilenet_v3/mobilenet-v3-d8-scratch-s_lraspp_4xb4-320k_cityscapes-512x1024.py | |
| Metadata: | |
| Training Data: Cityscapes | |
| Batch Size: 16 | |
| Architecture: | |
| - M-V3s-D8 | |
| - LRASPP | |
| Training Resources: 4x V100 GPUS | |
| Memory (GB): 5.3 | |
| Weights: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3s-d8_scratch_512x1024_320k_cityscapes/lraspp_m-v3s-d8_scratch_512x1024_320k_cityscapes_20201224_223935-03daeabb.pth | |
| Training log: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3s-d8_scratch_512x1024_320k_cityscapes/lraspp_m-v3s-d8_scratch_512x1024_320k_cityscapes-20201224_223935.log.json | |
| Paper: | |
| Title: Searching for MobileNetV3 | |
| URL: https://arxiv.org/abs/1905.02244 | |
| Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/backbones/mobilenet_v3.py#L15 | |
| Framework: PyTorch | |