python tools/benchmark.py configs/deeplabv3_oc/deeplabv3_oc_r101-d8_512x1024_80k_cityscapes.py ./work_dirs/deeplabv3_oc_r101-d8_512x1024_80k_cityscapes/latest.pth
python tools/benchmark.py configs/deeplabv3/deeplabv3_r101-d8_512x1024_80k_cityscapes.py ./work_dirs/deeplabv3_r101-d8_512x1024_80k_cityscapes/latest.pth
2024-08-12 05:35:19,415 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 3.83 img / s
Done image [100/ 200], fps: 3.83 img / s
Done image [150/ 200], fps: 3.83 img / s
Done image [200/ 200], fps: 3.83 img / s
Overall fps: 3.83 img / s
2024-08-12 05:36:21,128 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 3.86 img / s
Done image [100/ 200], fps: 3.86 img / s
Done image [150/ 200], fps: 3.86 img / s
Done image [200/ 200], fps: 3.85 img / s
Overall fps: 3.85 img / s


python tools/benchmark.py configs/deeplabv3_oc/deeplabv3_oc_r50-d8_512x1024_80k_cityscapes.py ./work_dirs/deeplabv3_oc_r50-d8_512x1024_80k_cityscapes/latest.pth
python tools/benchmark.py configs/deeplabv3/deeplabv3_r50-d8_512x1024_80k_cityscapes.py ./work_dirs/deeplabv3_r50-d8_512x1024_80k_cityscapes/latest.pth
2024-08-12 05:37:25,948 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 5.24 img / s
Done image [100/ 200], fps: 5.23 img / s
Done image [150/ 200], fps: 5.24 img / s
Done image [200/ 200], fps: 5.24 img / s
Overall fps: 5.24 img / s
2024-08-12 05:38:13,943 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 5.41 img / s
Done image [100/ 200], fps: 5.39 img / s
Done image [150/ 200], fps: 5.38 img / s
Done image [200/ 200], fps: 5.38 img / s
Overall fps: 5.38 img / s


python tools/benchmark.py configs/deeplabv3_oc/deeplabv3_oc_r18-d8_512x1024_80k_cityscapes.py ./work_dirs/deeplabv3_oc_r18-d8_512x1024_80k_cityscapes/latest.pth
python tools/benchmark.py configs/deeplabv3/deeplabv3_r18-d8_512x1024_80k_cityscapes.py ./work_dirs/deeplabv3_r18-d8_512x1024_80k_cityscapes/latest.pth
2024-08-12 05:39:01,435 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 22.12 img / s
Done image [100/ 200], fps: 22.16 img / s
Done image [150/ 200], fps: 22.05 img / s
Done image [200/ 200], fps: 22.02 img / s
Overall fps: 22.02 img / s
2024-08-12 05:39:16,160 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 22.46 img / s
Done image [100/ 200], fps: 22.32 img / s
Done image [150/ 200], fps: 22.25 img / s
Done image [200/ 200], fps: 22.38 img / s
Overall fps: 22.38 img / s



python tools/benchmark.py configs/deeplabv3_oc/deeplabv3_oc_r101-d8_512x512_160k_ade20k.py ./work_dirs/deeplabv3_oc_r101-d8_512x512_160k_ade20k/latest.pth
python tools/benchmark.py configs/deeplabv3/deeplabv3_r101-d8_512x512_160k_ade20k.py ./work_dirs/deeplabv3_r101-d8_512x512_160k_ade20k/latest.pth
2024-08-12 05:39:31,023 - mmseg - INFO - Loaded 2000 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 18.89 img / s
Done image [100/ 200], fps: 18.61 img / s
Done image [150/ 200], fps: 18.54 img / s
Done image [200/ 200], fps: 18.58 img / s
Overall fps: 18.58 img / s
2024-08-12 05:39:46,551 - mmseg - INFO - Loaded 2000 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 19.21 img / s
Done image [100/ 200], fps: 18.93 img / s
Done image [150/ 200], fps: 18.86 img / s
Done image [200/ 200], fps: 18.90 img / s
Overall fps: 18.90 img / s


python tools/benchmark.py configs/deeplabv3_oc/deeplabv3_oc_r50-d8_512x512_160k_ade20k.py ./work_dirs/deeplabv3_oc_r50-d8_512x512_160k_ade20k/latest.pth
python tools/benchmark.py configs/deeplabv3/deeplabv3_r50-d8_512x512_160k_ade20k.py ./work_dirs/deeplabv3_r50-d8_512x512_160k_ade20k/latest.pth
2024-08-12 05:40:01,923 - mmseg - INFO - Loaded 2000 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 26.73 img / s
Done image [100/ 200], fps: 26.39 img / s
Done image [150/ 200], fps: 26.30 img / s
Done image [200/ 200], fps: 26.38 img / s
Overall fps: 26.38 img / s
2024-08-12 05:40:20,219 - mmseg - INFO - Loaded 2000 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 27.37 img / s
Done image [100/ 200], fps: 27.03 img / s
Done image [150/ 200], fps: 26.95 img / s
Done image [200/ 200], fps: 27.02 img / s
Overall fps: 27.02 img / s



python tools/benchmark.py configs/deeplabv3_oc/deeplabv3_oc_r101-d8_480x480_80k_pascal_voc12.py ./work_dirs/deeplabv3_oc_r101-d8_480x480_80k_pascal_voc12/iter_24000.pth
python tools/benchmark.py configs/deeplabv3/deeplabv3_r101-d8_480x480_80k_pascal_voc12.py ./work_dirs/deeplabv3_r101-d8_480x480_80k_pascal_voc12/iter_16000.pth
2024-08-12 05:40:35,655 - mmseg - INFO - Loaded 1449 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 6.75 img / s
Done image [100/ 200], fps: 6.94 img / s
Done image [150/ 200], fps: 6.77 img / s
Done image [200/ 200], fps: 6.79 img / s
Overall fps: 6.79 img / s
2024-08-12 05:41:14,088 - mmseg - INFO - Loaded 1449 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 6.86 img / s
Done image [100/ 200], fps: 7.05 img / s
Done image [150/ 200], fps: 6.88 img / s
Done image [200/ 200], fps: 6.90 img / s
Overall fps: 6.90 img / s




python tools/benchmark.py configs/deeplabv3_oc/deeplabv3_oc_r50-d8_480x480_80k_pascal_voc12.py ./work_dirs/deeplabv3_oc_r50-d8_480x480_80k_pascal_voc12/iter_40000.pth
python tools/benchmark.py configs/deeplabv3/deeplabv3_r50-d8_480x480_80k_pascal_voc12.py ./work_dirs/deeplabv3_r50-d8_480x480_80k_pascal_voc12/iter_48000.pth
2024-08-12 05:41:51,842 - mmseg - INFO - Loaded 1449 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 9.58 img / s
Done image [100/ 200], fps: 9.83 img / s
Done image [150/ 200], fps: 9.59 img / s
Done image [200/ 200], fps: 9.61 img / s
Overall fps: 9.61 img / s
2024-08-12 05:42:17,241 - mmseg - INFO - Loaded 1449 images
Use load_from_local loader
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)
  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
Done image [50 / 200], fps: 9.80 img / s
Done image [100/ 200], fps: 10.07 img / s
Done image [150/ 200], fps: 9.82 img / s
Done image [200/ 200], fps: 9.85 img / s
Overall fps: 9.85 img / s












python tools/benchmark.py configs/swin/upernet_oc_swin_base_patch4_window7_512x512_160k_ade20k.py ./work_dirs/upernet_oc_swin_base_patch4_window7_512x512_160k_ade20k/latest.pth
python tools/benchmark.py configs/swin/upernet_swin_base_patch4_window7_512x512_160k_ade20k.py work_dirs/upernet_swin_base_patch4_window7_512x512_160k_ade20k/upernet_swin_base_patch4_window7_512x512.pth
2024-08-12 06:42:17,181 - mmseg - INFO - Loaded 2000 images
Use load_from_local loader
Done image [50 / 200], fps: 21.46 img / s
Done image [100/ 200], fps: 21.17 img / s
Done image [150/ 200], fps: 21.10 img / s
Done image [200/ 200], fps: 21.15 img / s
Overall fps: 21.15 img / s
2024-08-12 06:42:42,054 - mmseg - INFO - Loaded 2000 images
Use load_from_local loader
Done image [50 / 200], fps: 21.74 img / s
Done image [100/ 200], fps: 21.50 img / s
Done image [150/ 200], fps: 21.48 img / s
Done image [200/ 200], fps: 21.55 img / s
Overall fps: 21.55 img / s


python tools/benchmark.py configs/swin/upernet_oc_swin_small_patch4_window7_512x512_160k_ade20k.py ./work_dirs/upernet_oc_swin_small_patch4_window7_512x512_160k_ade20k/latest.pth
python tools/benchmark.py configs/swin/upernet_swin_small_patch4_window7_512x512_160k_ade20k.py work_dirs/upernet_swin_small_patch4_window7_512x512_160k_ade20k/upernet_swin_small_patch4_window7_512x512.pth
2024-08-12 06:42:56,736 - mmseg - INFO - Loaded 2000 images
Use load_from_local loader
Done image [50 / 200], fps: 24.91 img / s
Done image [100/ 200], fps: 24.79 img / s
Done image [150/ 200], fps: 24.77 img / s
Done image [200/ 200], fps: 24.81 img / s
Overall fps: 24.81 img / s
2024-08-12 06:43:17,021 - mmseg - INFO - Loaded 2000 images
Use load_from_local loader
Done image [50 / 200], fps: 25.52 img / s
Done image [100/ 200], fps: 25.31 img / s
Done image [150/ 200], fps: 25.31 img / s
Done image [200/ 200], fps: 25.34 img / s
Overall fps: 25.34 img / s


python tools/benchmark.py configs/swin/upernet_oc_swin_tiny_patch4_window7_512x512_160k_ade20k.py ./work_dirs/upernet_oc_swin_tiny_patch4_window7_512x512_160k_ade20k/latest.pth
python tools/benchmark.py configs/swin/upernet_swin_tiny_patch4_window7_512x512_160k_ade20k.py work_dirs/upernet_swin_tiny_patch4_window7_512x512_160k_ade20k/upernet_swin_tiny_patch4_window7_512x512.pth
2024-08-12 06:43:29,694 - mmseg - INFO - Loaded 2000 images
Use load_from_local loader
Done image [50 / 200], fps: 29.98 img / s
Done image [100/ 200], fps: 29.70 img / s
Done image [150/ 200], fps: 29.66 img / s
Done image [200/ 200], fps: 29.71 img / s
Overall fps: 29.71 img / s
2024-08-12 06:43:41,260 - mmseg - INFO - Loaded 2000 images
Use load_from_local loader
Done image [50 / 200], fps: 30.67 img / s
Done image [100/ 200], fps: 30.41 img / s
Done image [150/ 200], fps: 30.33 img / s
Done image [200/ 200], fps: 30.36 img / s
Overall fps: 30.36 img / s



python tools/benchmark.py configs/swin/upernet_oc_swin_base_patch4_window7_512x512_160k_cityscapes.py ./work_dirs/upernet_oc_swin_base_patch4_window7_512x512_160k_cityscapes/latest.pth
python tools/benchmark.py configs/swin/upernet_swin_base_patch4_window7_512x512_160k_cityscapes.py ./work_dirs/upernet_swin_base_patch4_window7_512x512_160k_cityscapes/latest.pth
2024-08-12 06:43:52,518 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
Done image [50 / 200], fps: 3.97 img / s
Done image [100/ 200], fps: 3.96 img / s
Done image [150/ 200], fps: 3.95 img / s
Done image [200/ 200], fps: 3.95 img / s
Overall fps: 3.95 img / s
2024-08-12 06:44:58,916 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
Done image [50 / 200], fps: 4.01 img / s
Done image [100/ 200], fps: 4.01 img / s
Done image [150/ 200], fps: 4.00 img / s
Done image [200/ 200], fps: 4.00 img / s
Overall fps: 4.00 img / s


python tools/benchmark.py configs/swin/upernet_oc_swin_small_patch4_window7_512x512_160k_cityscapes.py ./work_dirs/upernet_oc_swin_small_patch4_window7_512x512_160k_cityscapes/latest.pth
python tools/benchmark.py configs/swin/upernet_swin_small_patch4_window7_512x512_160k_cityscapes.py ./work_dirs/upernet_swin_small_patch4_window7_512x512_160k_cityscapes/latest.pth
2024-08-12 06:46:02,173 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
Done image [50 / 200], fps: 4.51 img / s
Done image [100/ 200], fps: 4.51 img / s
Done image [150/ 200], fps: 4.50 img / s
Done image [200/ 200], fps: 4.50 img / s
Overall fps: 4.50 img / s
2024-08-12 06:46:57,250 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
Done image [50 / 200], fps: 4.58 img / s
Done image [100/ 200], fps: 4.58 img / s
Done image [150/ 200], fps: 4.58 img / s
Done image [200/ 200], fps: 4.57 img / s
Overall fps: 4.57 img / s


python tools/benchmark.py configs/swin/upernet_oc_swin_tiny_patch4_window7_512x512_160k_cityscapes.py ./work_dirs/upernet_oc_swin_tiny_patch4_window7_512x512_160k_cityscapes/latest.pth
python tools/benchmark.py configs/swin/upernet_swin_tiny_patch4_window7_512x512_160k_cityscapes.py ./work_dirs/upernet_swin_tiny_patch4_window7_512x512_160k_cityscapes/latest.pth
2024-08-12 06:47:51,707 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
Done image [50 / 200], fps: 5.25 img / s
Done image [100/ 200], fps: 5.25 img / s
Done image [150/ 200], fps: 5.24 img / s
Done image [200/ 200], fps: 5.24 img / s
Overall fps: 5.24 img / s
2024-08-12 06:48:38,815 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
Done image [50 / 200], fps: 5.36 img / s
Done image [100/ 200], fps: 5.35 img / s
Done image [150/ 200], fps: 5.36 img / s
Done image [200/ 200], fps: 5.35 img / s
Overall fps: 5.35 img / s



python tools/benchmark.py configs/swin/upernet_oc_swin_base_patch4_window7_512x512_160k_pascal2012.py ./work_dirs/upernet_oc_swin_base_patch4_window7_512x512_160k_pascal2012/iter_16000.pth
python tools/benchmark.py configs/swin/upernet_swin_base_patch4_window7_512x512_160k_pascal2012.py ./work_dirs/upernet_swin_base_patch4_window7_512x512_160k_pascal2012/latest.pth
2024-08-12 06:49:28,301 - mmseg - INFO - Loaded 1449 images
Use load_from_local loader
Done image [50 / 200], fps: 19.71 img / s
Done image [100/ 200], fps: 19.91 img / s
Done image [150/ 200], fps: 19.52 img / s
Done image [200/ 200], fps: 19.51 img / s
Overall fps: 19.51 img / s
2024-08-12 06:49:51,540 - mmseg - INFO - Loaded 1449 images
Use load_from_local loader
Done image [50 / 200], fps: 20.13 img / s
Done image [100/ 200], fps: 20.34 img / s
Done image [150/ 200], fps: 19.95 img / s
Done image [200/ 200], fps: 19.93 img / s
Overall fps: 19.93 img / s


python tools/benchmark.py configs/swin/upernet_oc_swin_small_patch4_window7_512x512_160k_pascal2012.py ./work_dirs/upernet_oc_swin_small_patch4_window7_512x512_160k_pascal2012/iter_48000.pth
python tools/benchmark.py configs/swin/upernet_swin_small_patch4_window7_512x512_160k_pascal2012.py ./work_dirs/upernet_swin_small_patch4_window7_512x512_160k_pascal2012/iter_16000.pth
2024-08-12 06:50:17,499 - mmseg - INFO - Loaded 1449 images
Use load_from_local loader
Done image [50 / 200], fps: 23.15 img / s
Done image [100/ 200], fps: 23.48 img / s
Done image [150/ 200], fps: 23.05 img / s
Done image [200/ 200], fps: 23.03 img / s
Overall fps: 23.03 img / s
2024-08-12 06:50:40,024 - mmseg - INFO - Loaded 1449 images
Use load_from_local loader
Done image [50 / 200], fps: 23.77 img / s
Done image [100/ 200], fps: 24.06 img / s
Done image [150/ 200], fps: 23.64 img / s
Done image [200/ 200], fps: 23.62 img / s
Overall fps: 23.62 img / s


python tools/benchmark.py configs/swin/upernet_oc_swin_tiny_patch4_window7_512x512_160k_pascal2012.py ./work_dirs/upernet_oc_swin_tiny_patch4_window7_512x512_160k_pascal2012/iter_16000.pth
python tools/benchmark.py configs/swin/upernet_swin_tiny_patch4_window7_512x512_160k_pascal2012.py ./work_dirs/upernet_swin_tiny_patch4_window7_512x512_160k_pascal2012/iter_16000.pth
2024-08-12 06:50:59,315 - mmseg - INFO - Loaded 1449 images
Use load_from_local loader
Done image [50 / 200], fps: 27.77 img / s
Done image [100/ 200], fps: 28.16 img / s
Done image [150/ 200], fps: 27.59 img / s
Done image [200/ 200], fps: 27.58 img / s
Overall fps: 27.58 img / s
2024-08-12 06:51:15,692 - mmseg - INFO - Loaded 1449 images
Use load_from_local loader
Done image [50 / 200], fps: 28.59 img / s
Done image [100/ 200], fps: 28.91 img / s
Done image [150/ 200], fps: 28.33 img / s
Done image [200/ 200], fps: 28.30 img / s
Overall fps: 28.30 img / s