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metafile.yml
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Collections:
- Name: LiteFlowNet2
Metadata:
Training Data:
- FlyingChairs
- FlyingThings3D subset
- Sintel
- KITTI2012
- KITTI2015
Paper:
URL: https://arxiv.org/abs/1903.07414.pdf
Title: 'A Lightweight Optical Flow CNN - Revisiting Data Fidelity and Regularization'
README: configs/liteflownet2/README.md
Models:
- Name: liteflownet2_pre_M6S6_8x1_flyingchairs_320x448
In Collection: LiteFlowNet2
Config: configs/liteflownet2/liteflownet2_pre_M6S6_8x1_flyingchairs_320x448.py
Metadata:
Training Data: FlyingChairs
Results:
- Task: Optical flow estimation
Dataset: FlyingChairs
Metrics:
EPE: 4.20
Weights: https://download.openmmlab.com/mmflow/liteflownet2/liteflownet2_pre_M6S6_8x1_flyingchairs_320x448.pth
- Name: liteflownet2_pre_M6S6R6_8x1_flyingchairs_320x448
In Collection: LiteFlowNet2
Config: configs/liteflownet2/liteflownet2_pre_M6S6R6_8x1_flyingchairs_320x448.py
Metadata:
Training Data: FlyingChairs
Results:
- Task: Optical flow estimation
Dataset: FlyingChairs
Metrics:
EPE: 3.94
Weights: https://download.openmmlab.com/mmflow/liteflownet2/liteflownet2_pre_M6S6R6_8x1_flyingchairs_320x448.pth
- Name: liteflownet2_pre_M5S5R5_8x1_flyingchairs_320x448
In Collection: LiteFlowNet2
Config: configs/liteflownet2/liteflownet2_pre_M5S5R5_8x1_flyingchairs_320x448.py
Metadata:
Training Data: FlyingChairs
Results:
- Task: Optical flow estimation
Dataset: FlyingChairs
Metrics:
EPE: 2.85
Weights: https://download.openmmlab.com/mmflow/liteflownet2/liteflownet2_pre_M5S5R5_8x1_flyingchairs_320x448.pth
- Name: liteflownet2_pre_M4S4R4_8x1_flyingchairs_320x448
In Collection: LiteFlowNet2
Config: configs/liteflownet2/liteflownet2_pre_M4S4R4_8x1_flyingchairs_320x448.py
Metadata:
Training Data: FlyingChairs
Results:
- Task: Optical flow estimation
Dataset: FlyingChairs
Metrics:
EPE: 2.07
Weights: https://download.openmmlab.com/mmflow/liteflownet2/liteflownet2_pre_M4S4R4_8x1_flyingchairs_320x448.pth
- Name: liteflownet2_pre_M3S3R3_8x1_flyingchairs_320x448
In Collection: LiteFlowNet2
Config: configs/liteflownet2/liteflownet2_pre_M3S3R3_8x1_flyingchairs_320x448.py
Metadata:
Training Data: FlyingChairs
Results:
- Task: Optical flow estimation
Dataset: FlyingChairs
Metrics:
EPE: 1.57
- Task: Optical flow estimation
Dataset: Sintel Clean
Metrics:
EPE: 2.78
- Task: Optical flow estimation
Dataset: Sintel Final
Metrics:
EPE: 4.24
- Task: Optical flow estimation
Dataset: KITTI2012
Metrics:
EPE: 5.79
- Task: Optical flow estimation
Dataset: KITTI2015
Metrics:
EPE: 14.34
Fl-all: 39.42%
Weights: https://download.openmmlab.com/mmflow/liteflownet2/liteflownet2_pre_M3S3R3_8x1_flyingchairs_320x448.pth
- Name: liteflownet2_8x1_500k_flyingthing3d_subset_384x768
In Collection: LiteFlowNet2
Config: configs/liteflownet2/liteflownet2_8x1_500k_flyingthing3d_subset_384x768.py
Metadata:
Training Data: FlyingThings3D subset
Results:
- Task: Optical flow estimation
Dataset: Sintel clean
Metrics:
EPE: 2.35
- Task: Optical flow estimation
Dataset: Sintel final
Metrics:
EPE: 3.86
- Task: Optical flow estimation
Dataset: KITTI2012
Metrics:
EPE: 4.86
- Task: Optical flow estimation
Dataset: KITTI2015
Metrics:
EPE: 12.07
Fl-all: 32.87%
Weights: https://download.openmmlab.com/mmflow/liteflownet2/liteflownet2_8x1_500k_flyingthing3d_subset_384x768.pth
- Name: liteflownet2_ft_4x1_600k_sintel_kitti_320x768
In Collection: LiteFlowNet2
Config: configs/liteflownet2/liteflownet2_ft_4x1_600k_sintel_kitti_320x768.py
Metadata:
Training Data:
- Sintel
- KITTI2012
- KITTI2015
Results:
- Task: Optical flow estimation
Dataset: Sintel clean
Metrics:
EPE: 1.32
- Task: Optical flow estimation
Dataset: Sintel final
Metrics:
EPE: 1.65
Weights: https://download.openmmlab.com/mmflow/liteflownet2/liteflownet2_ft_4x1_600k_sintel_kitti_320x768.pth
- Name: liteflownet2_ft_4x1_500k_kitti_320x896
In Collection: LiteFlowNet2
Config: configs/liteflownet2/liteflownet2_ft_4x1_500k_kitti_320x896.py
Metadata:
Training Data:
- KITTI2012
- KITTI2015
Results:
- Task: Optical flow estimation
Dataset: KITTI2012
Metrics:
EPE: 0.89s
- Task: Optical flow estimation
Dataset: KITTI2015
Metrics:
EPE: 1.24
Fl-all: 4.31%
Weights: https://download.openmmlab.com/mmflow/liteflownet2/liteflownet2_ft_4x1_500k_kitti_320x896.pth