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- Models:
- - Name: twins_pcpvt-s_fpn_fpnhead_8x4_512x512_80k_ade20k
- In Collection: FPN
- Metadata:
- backbone: PCPVT-S
- crop size: (512,512)
- lr schd: 80000
- inference time (ms/im):
- - value: 36.83
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 6.6
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 43.26
- mIoU(ms+flip): 44.11
- Config: configs/twins/twins_pcpvt-s_fpn_fpnhead_8x4_512x512_80k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/twins/twins_pcpvt-s_fpn_fpnhead_8x4_512x512_80k_ade20k/twins_pcpvt-s_fpn_fpnhead_8x4_512x512_80k_ade20k_20211201_204132-41acd132.pth
- - Name: twins_pcpvt-s_uperhead_8x4_512x512_160k_ade20k
- In Collection: UPerNet
- Metadata:
- backbone: PCPVT-S
- crop size: (512,512)
- lr schd: 160000
- inference time (ms/im):
- - value: 70.22
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 9.67
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 46.04
- mIoU(ms+flip): 46.92
- Config: configs/twins/twins_pcpvt-s_uperhead_8x4_512x512_160k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/twins/twins_pcpvt-s_uperhead_8x4_512x512_160k_ade20k/twins_pcpvt-s_uperhead_8x4_512x512_160k_ade20k_20211201_233537-8e99c07a.pth
- - Name: twins_pcpvt-b_fpn_fpnhead_8x4_512x512_80k_ade20k
- In Collection: FPN
- Metadata:
- backbone: PCPVT-B
- crop size: (512,512)
- lr schd: 80000
- inference time (ms/im):
- - value: 50.84
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 8.41
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 45.66
- mIoU(ms+flip): 46.48
- Config: configs/twins/twins_pcpvt-b_fpn_fpnhead_8x4_512x512_80k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/twins/twins_pcpvt-b_fpn_fpnhead_8x4_512x512_80k_ade20k/twins_pcpvt-b_fpn_fpnhead_8x4_512x512_80k_ade20k_20211130_141019-d396db72.pth
- - Name: twins_pcpvt-b_uperhead_8x2_512x512_160k_ade20k
- In Collection: UPerNet
- Metadata:
- backbone: PCPVT-B
- crop size: (512,512)
- lr schd: 160000
- inference time (ms/im):
- - value: 83.06
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 6.46
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 47.91
- mIoU(ms+flip): 48.64
- Config: configs/twins/twins_pcpvt-b_uperhead_8x2_512x512_160k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/twins/twins_pcpvt-b_uperhead_8x2_512x512_160k_ade20k/twins_pcpvt-b_uperhead_8x2_512x512_160k_ade20k_20211130_141020-02094ea5.pth
- - Name: twins_pcpvt-l_fpn_fpnhead_8x4_512x512_80k_ade20k
- In Collection: FPN
- Metadata:
- backbone: PCPVT-L
- crop size: (512,512)
- lr schd: 80000
- inference time (ms/im):
- - value: 69.83
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 10.78
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 45.94
- mIoU(ms+flip): 46.7
- Config: configs/twins/twins_pcpvt-l_fpn_fpnhead_8x4_512x512_80k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/twins/twins_pcpvt-l_fpn_fpnhead_8x4_512x512_80k_ade20k/twins_pcpvt-l_fpn_fpnhead_8x4_512x512_80k_ade20k_20211201_105226-bc6d61dc.pth
- - Name: twins_pcpvt-l_uperhead_8x2_512x512_160k_ade20k
- In Collection: UPerNet
- Metadata:
- backbone: PCPVT-L
- crop size: (512,512)
- lr schd: 160000
- inference time (ms/im):
- - value: 93.46
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 7.82
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 49.35
- mIoU(ms+flip): 50.08
- Config: configs/twins/twins_pcpvt-l_uperhead_8x2_512x512_160k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/twins/twins_pcpvt-l_uperhead_8x2_512x512_160k_ade20k/twins_pcpvt-l_uperhead_8x2_512x512_160k_ade20k_20211201_075053-c6095c07.pth
- - Name: twins_svt-s_fpn_fpnhead_8x4_512x512_80k_ade20k
- In Collection: FPN
- Metadata:
- backbone: SVT-S
- crop size: (512,512)
- lr schd: 80000
- inference time (ms/im):
- - value: 33.57
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 5.8
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 44.47
- mIoU(ms+flip): 45.42
- Config: configs/twins/twins_svt-s_fpn_fpnhead_8x4_512x512_80k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/twins/twins_svt-s_fpn_fpnhead_8x4_512x512_80k_ade20k/twins_svt-s_fpn_fpnhead_8x4_512x512_80k_ade20k_20211130_141006-0a0d3317.pth
- - Name: twins_svt-s_uperhead_8x2_512x512_160k_ade20k
- In Collection: UPerNet
- Metadata:
- backbone: SVT-S
- crop size: (512,512)
- lr schd: 160000
- inference time (ms/im):
- - value: 66.27
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 4.93
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 46.08
- mIoU(ms+flip): 46.96
- Config: configs/twins/twins_svt-s_uperhead_8x2_512x512_160k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/twins/twins_svt-s_uperhead_8x2_512x512_160k_ade20k/twins_svt-s_uperhead_8x2_512x512_160k_ade20k_20211130_141005-e48a2d94.pth
- - Name: twins_svt-b_fpn_fpnhead_8x4_512x512_80k_ade20k
- In Collection: FPN
- Metadata:
- backbone: SVT-B
- crop size: (512,512)
- lr schd: 80000
- inference time (ms/im):
- - value: 47.39
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 8.75
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 46.77
- mIoU(ms+flip): 47.47
- Config: configs/twins/twins_svt-b_fpn_fpnhead_8x4_512x512_80k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/twins/twins_svt-b_fpn_fpnhead_8x4_512x512_80k_ade20k/twins_svt-b_fpn_fpnhead_8x4_512x512_80k_ade20k_20211201_113849-88b2907c.pth
- - Name: twins_svt-b_uperhead_8x2_512x512_160k_ade20k
- In Collection: UPerNet
- Metadata:
- backbone: SVT-B
- crop size: (512,512)
- lr schd: 160000
- inference time (ms/im):
- - value: 78.99
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 6.77
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 48.04
- mIoU(ms+flip): 48.87
- Config: configs/twins/twins_svt-b_uperhead_8x2_512x512_160k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/twins/twins_svt-b_uperhead_8x2_512x512_160k_ade20k/twins_svt-b_uperhead_8x2_512x512_160k_ade20k_20211202_040826-0943a1f1.pth
- - Name: twins_svt-l_fpn_fpnhead_8x4_512x512_80k_ade20k
- In Collection: FPN
- Metadata:
- backbone: SVT-L
- crop size: (512,512)
- lr schd: 80000
- inference time (ms/im):
- - value: 56.18
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 11.2
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 46.55
- mIoU(ms+flip): 47.74
- Config: configs/twins/twins_svt-l_fpn_fpnhead_8x4_512x512_80k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/twins/twins_svt-l_fpn_fpnhead_8x4_512x512_80k_ade20k/twins_svt-l_fpn_fpnhead_8x4_512x512_80k_ade20k_20211130_141005-1d59bee2.pth
- - Name: twins_svt-l_uperhead_8x2_512x512_160k_ade20k
- In Collection: UPerNet
- Metadata:
- backbone: SVT-L
- crop size: (512,512)
- lr schd: 160000
- inference time (ms/im):
- - value: 93.2
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 8.41
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 49.65
- mIoU(ms+flip): 50.63
- Config: configs/twins/twins_svt-l_uperhead_8x2_512x512_160k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/twins/twins_svt-l_uperhead_8x2_512x512_160k_ade20k/twins_svt-l_uperhead_8x2_512x512_160k_ade20k_20211130_141005-3e2cae61.pth
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