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Merge pull request #30 from hmorimitsu/fastflownet
Fastflownet
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README.md

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## Available models
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- DICL-Flow [https://arxiv.org/abs/2010.14851](https://arxiv.org/abs/2010.14851)
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- FastFlowNet [https://arxiv.org/abs/2103.04524](https://arxiv.org/abs/2103.04524)
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- FlowNet - [https://arxiv.org/abs/1504.06852](https://arxiv.org/abs/1504.06852)
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- FlowNet2 - [https://arxiv.org/abs/1612.01925](https://arxiv.org/abs/1612.01925)
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- GMA - [https://arxiv.org/abs/2104.02409](https://arxiv.org/abs/2104.02409)

docs/source/_static/kitti_2012_epe_outlier-drop_kitti_sintel.html

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docs/source/_static/kitti_2015_epe_outlier-drop_kitti_sintel.html

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docs/source/_static/sintel_clean_epe_outlier-drop_kitti_sintel.html

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docs/source/_static/sintel_final_epe_outlier-drop_kitti_sintel.html

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docs/source/_static/speed_plot-all.html

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docs/source/models/checkpoint_list.csv

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dicl-kitti-4813ccab.ckpt,ckpt_kitti.pth.tar,
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dicl-sintel-fa9fc259.ckpt,ckpt_sintel.pth.tar,
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dicl-things-20bc573d.ckpt,ckpt_things.pth.tar,
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fastflownet-chairs-89e7a48e.ckpt,fastflownet_chairs.pth,https://github.com/ltkong218/FastFlowNet
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fastflownet-kitti-6d3526a8.ckpt,fastflownet_ft_kitti.pth,
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fastflownet-mix-fd9b8c0d.ckpt,fastflownet_ft_mix.pth,
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fastflownet-sintel-6475ea96.ckpt,fastflownet_ft_sintel.pth,
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fastflownet-things3d-fc093d29.ckpt,fastflownet_things.pth,
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flownet2-things-d63b53a7.ckpt,FlowNet2_checkpoint.pth.tar,https://github.com/NVIDIA/flownet2-pytorch
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flownetc-things-cc8ac7fd.ckpt,FlowNet2-C_checkpoint,
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flownetcs-things-4bdecffa.ckpt,FlowNet2-CS_checkpoint,

docs/source/models/models_list.rst

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- Model names: ``dicl``
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FastFlownet
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-----------
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`[source code] <https://github.com/hmorimitsu/ptlflow/tree/main/ptlflow/models/fastflownet>`__
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- Paper: **FastFlowNet: A Lightweight Network for Fast Optical Flow Estimation** - `https://arxiv.org/abs/2103.04524 <https://arxiv.org/abs/2103.04524>`_
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- Reference code: `https://github.com/ltkong218/FastFlowNet <https://github.com/ltkong218/FastFlowNet>`_
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- Model names: ``fastflownet``
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Flownet
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docs/source/results/metrics_all.csv

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Model,Params,Time(ms)
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dicl,11226036,98.89
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flownet2,162518834,134.466
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flownetc,39175298,50.588
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flownetcs,77870620,61.348
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flownetcss,116565942,78.742
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flownets,38676506,11.257
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flownetsd,45371666,18.575
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gma,5879873,172.245
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hd3,39561975,73.798
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hd3_ctxt,39942647,74.583
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irr_pwc,6362092,164.908
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irr_pwcnet,8639230,31.728
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irr_pwcnet_irr,3354146,35.898
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lcv_raft,5323328,133.956
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lcv_raft_small,1006674,45.429
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liteflownet,5379613,82.569
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liteflownet2,6429120,32.58
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liteflownet2_pseudoreg,6492907,40.102
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liteflownet3,7524188,55.053
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liteflownet3_pseudoreg,7587975,62.607
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liteflownet3s,8005810,56.656
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liteflownet3s_pseudoreg,8069597,64.378
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maskflownet,20655716,66.67
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maskflownet_s,10514256,37.186
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pwcnet,8243008,28.271
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pwcdcnet,9374274,33.085
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raft,5257536,133.857
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raft_small,990162,45.269
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scopeflow,6362092,174.195
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scv4,5236240,933.896
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scv8,5347264,341.227
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starflow,4772256,139.875
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vcn,10310781,149.529
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vcn_small,8370804,54.778
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dicl,11226036,81.499
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fastflownet,1366114,20.416
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flownet2,162518834,102.711
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flownetc,39175298,46.593
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flownetcs,77870620,58.934
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flownetcss,116565942,71.323
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flownets,38676506,10.748
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flownetsd,45371666,16.331
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gma,5879873,165.717
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hd3,39561975,66.659
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hd3_ctxt,39942647,67.767
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irr_pwc,6362092,176.973
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irr_pwcnet,8639230,37.118
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irr_pwcnet_irr,3354146,40.394
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lcv_raft,5323328,130.238
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lcv_raft_small,1006674,49.608
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liteflownet,5379613,71.395
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liteflownet2,6429120,33.116
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liteflownet2_pseudoreg,6492907,37.444
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liteflownet3,7524188,55.895
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liteflownet3_pseudoreg,7587975,60.264
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liteflownet3s,8005810,57.595
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liteflownet3s_pseudoreg,8069597,62.03
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maskflownet,20655716,76.932
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maskflownet_s,10514256,42.617
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pwcnet,8243008,33.002
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pwcdcnet,9374274,38.314
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raft,5257536,129.953
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raft_small,990162,49.286
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scopeflow,6362092,182.887
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starflow,4772256,148.879
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vcn,10310781,156.231
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vcn_small,8370804,60.097

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