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Title: GitHub - alg-leon/tfoptflow: Optical Flow Prediction with TensorFlow. Implements "PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume," by Deqing Sun et al. (CVPR 2018) · GitHub

Open Graph Title: GitHub - alg-leon/tfoptflow: Optical Flow Prediction with TensorFlow. Implements "PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume," by Deqing Sun et al. (CVPR 2018)

X Title: GitHub - alg-leon/tfoptflow: Optical Flow Prediction with TensorFlow. Implements "PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume," by Deqing Sun et al. (CVPR 2018)

Description: Optical Flow Prediction with TensorFlow. Implements "PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume," by Deqing Sun et al. (CVPR 2018) - alg-leon/tfoptflow

Open Graph Description: Optical Flow Prediction with TensorFlow. Implements "PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume," by Deqing Sun et al. (CVPR 2018) - alg-leon/tfoptflow

X Description: Optical Flow Prediction with TensorFlow. Implements "PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume," by Deqing Sun et al. (CVPR 2018) - alg-leon/tfoptflow

Opengraph URL: https://github.com/alg-leon/tfoptflow

X: @github

direct link

Domain: github.com

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imghttps://github.com/alg-leon/tfoptflow/tree/master/img
imghttps://github.com/alg-leon/tfoptflow/tree/master/img
tfoptflowhttps://github.com/alg-leon/tfoptflow/tree/master/tfoptflow
tfoptflowhttps://github.com/alg-leon/tfoptflow/tree/master/tfoptflow
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LICENSEhttps://github.com/alg-leon/tfoptflow/blob/master/LICENSE
LICENSEhttps://github.com/alg-leon/tfoptflow/blob/master/LICENSE
README.mdhttps://github.com/alg-leon/tfoptflow/blob/master/README.md
README.mdhttps://github.com/alg-leon/tfoptflow/blob/master/README.md
READMEhttps://github.com/alg-leon/tfoptflow
MIT licensehttps://github.com/alg-leon/tfoptflow
https://github.com/alg-leon/tfoptflow#optical-flow-prediction-with-tensorflow
"Links to pre-trained models"https://github.com/alg-leon/tfoptflow#links
https://github.com/alg-leon/tfoptflow#table-of-contents
Backgroundhttps://github.com/alg-leon/tfoptflow#background
Environment Setuphttps://github.com/alg-leon/tfoptflow#environment-setup
Links to pre-trained modelshttps://github.com/alg-leon/tfoptflow#links
PWC-Nethttps://github.com/alg-leon/tfoptflow#pwc-net
Basic Ideahttps://github.com/alg-leon/tfoptflow#pwc-net-basic-idea
Networkhttps://github.com/alg-leon/tfoptflow#pwc-net-network
Jupyter Notebookshttps://github.com/alg-leon/tfoptflow#pwc-net-jupyter-notebooks
Traininghttps://github.com/alg-leon/tfoptflow#pwc-net-training
Multisteps learning rate schedulehttps://github.com/alg-leon/tfoptflow#pwc-net-training-multisteps
Cyclic learning rate schedulehttps://github.com/alg-leon/tfoptflow#pwc-net-training-cyclic
Mixed-precision traininghttps://github.com/alg-leon/tfoptflow#pwc-net-training-mixed-precision
Evaluationhttps://github.com/alg-leon/tfoptflow#pwc-net-eval
Inferencehttps://github.com/alg-leon/tfoptflow#pwc-net-predict
Running inference on the test split of a datasethttps://github.com/alg-leon/tfoptflow#pwc-net-predict-dataset
Running inference on image pairshttps://github.com/alg-leon/tfoptflow#pwc-net-predict-img-pairs
Datasetshttps://github.com/alg-leon/tfoptflow#datasets
Referenceshttps://github.com/alg-leon/tfoptflow#references
Acknowledgmentshttps://github.com/alg-leon/tfoptflow#acknowledgments
https://github.com/alg-leon/tfoptflow#background
[2017a]https://github.com/alg-leon/tfoptflow#2017a
Middleburyhttp://vision.middlebury.edu/flow/
https://github.com/alg-leon/tfoptflow/blob/master/img/optical-flow.png
https://github.com/alg-leon/tfoptflow#environment-setup-
conda listhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/setup/dlubu36.txt
conda env exporthttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/setup/dlubu36.yml
conda listhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/setup/dlwin36.txt
conda env exporthttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/setup/dlwin36.yml
https://github.com/alg-leon/tfoptflow#links-to-pre-trained-models-
herehttp://bit.ly/tfoptflow
[2018a]https://github.com/alg-leon/tfoptflow#2018a
https://github.com/alg-leon/tfoptflow#model-performance
trainhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_train_lg-6-2-multisteps-chairsthingsmix.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_lg-6-2-multisteps-chairsthingsmix_flyingchairs.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_lg-6-2-multisteps-chairsthingsmix_mpisintelclean.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_lg-6-2-multisteps-chairsthingsmix_mpisintelfinal.ipynb
trainhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_train_sm-6-2-multisteps-chairsthingsmix.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_sm-6-2-multisteps-chairsthingsmix_flyingchairs.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_sm-6-2-multisteps-chairsthingsmix_mpisintelclean.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_sm-6-2-multisteps-chairsthingsmix_mpisintelfinal.ipynb
https://github.com/alg-leon/tfoptflow/blob/master/img/pwc-net-results.png
https://github.com/alg-leon/tfoptflow#model-inference-times
https://github.com/alg-leon/tfoptflow#pwc-net-
https://github.com/alg-leon/tfoptflow#basic-idea-
[2018a]https://github.com/alg-leon/tfoptflow#2018a
[2016a]https://github.com/alg-leon/tfoptflow#2016a
talkhttps://www.youtube.com/watch?v=vVU8XV0Ac_0
Deqing Sunhttp://research.nvidia.com/person/deqing-sun
https://github.com/alg-leon/tfoptflow/blob/master/img/pwc-net-2-level.png
[2016b]https://github.com/alg-leon/tfoptflow#2016b
[2016a]https://github.com/alg-leon/tfoptflow#2016a
https://github.com/alg-leon/tfoptflow/blob/master/img/pwc-net-vs-others.png
https://github.com/alg-leon/tfoptflow#network-
[2018a]https://github.com/alg-leon/tfoptflow#2018a
https://github.com/alg-leon/tfoptflow/blob/master/img/pwc-net.png
https://github.com/alg-leon/tfoptflow#jupyter-notebooks-
Optical flow datasets (prep and inspect)https://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/dataset_prep.ipynb
[Datasets]https://github.com/alg-leon/tfoptflow#datasets
PWC-Net-large model training (with multisteps learning rate schedule)https://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_train_lg-6-2-multisteps-chairsthingsmix.ipynb
[2016a]https://github.com/alg-leon/tfoptflow#2016a
PWC-Net-small model training (with multisteps learning rate schedule)https://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_train_sm-6-2-multisteps-chairsthingsmix.ipynb
PWC-Net-large model training (with cyclical learning rate schedule)https://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_train_lg-6-2-cyclic-chairsthingsmix.ipynb
PWC-Net-small model training (with cyclical learning rate schedule)https://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_train_sm-6-2-cyclic-chairsthingsmix.ipynb
PWC-Net-large model evaluation (on FlyingChairs validation split)https://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_lg-6-2-multisteps-chairsthingsmix_flyingchairs.ipynb
PWC-Net-large model evaluation (on MPI-Sintel 'clean')https://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_lg-6-2-multisteps-chairsthingsmix_mpisintelclean.ipynb
PWC-Net-large model evaluation (on MPI-Sintel 'final')https://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_lg-6-2-multisteps-chairsthingsmix_mpisintelfinal.ipynb
https://github.com/alg-leon/tfoptflow#training-
https://github.com/alg-leon/tfoptflow#multisteps-learning-rate-schedule-
https://github.com/alg-leon/tfoptflow/blob/master/img/loss_multisteps.png
https://github.com/alg-leon/tfoptflow/blob/master/img/epe_multisteps.png
https://github.com/alg-leon/tfoptflow/blob/master/img/lr_multisteps.png
https://github.com/alg-leon/tfoptflow/blob/master/img/val2.png
https://github.com/alg-leon/tfoptflow/blob/master/img/val4.png
https://github.com/alg-leon/tfoptflow#cyclic-learning-rate-schedule-
trainhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_train_lg-6-2-cyclic-chairsthingsmix.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_lg-6-2-cyclic-chairsthingsmix_flyingchairs.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_lg-6-2-cyclic-chairsthingsmix_mpisintelclean.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_lg-6-2-cyclic-chairsthingsmix_mpisintelfinal.ipynb
trainhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_train_sm-6-2-cyclic-chairsthingsmix.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_sm-6-2-cyclic-chairsthingsmix_flyingchairs.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_sm-6-2-cyclic-chairsthingsmix_mpisintelclean.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_sm-6-2-cyclic-chairsthingsmix_mpisintelfinal.ipynb
https://github.com/alg-leon/tfoptflow/blob/master/img/loss_cyclic.png
https://github.com/alg-leon/tfoptflow/blob/master/img/epe_cyclic.png
https://github.com/alg-leon/tfoptflow/blob/master/img/lr_cyclic.png
https://github.com/alg-leon/tfoptflow#mixed-precision-training-
trainhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_train_sm-6-2-cyclic-chairsthingsmix-fp16.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_eval_sm-6-2-cyclic-chairsthingsmix-fp16.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/pwcnet_eval_sm-6-2-cyclic-chairsthingsmix-fp16.ipynb
notebookhttps://github.com/alg-leon/tfoptflow/blob/master/pwcnet_eval_sm-6-2-cyclic-chairsthingsmix-fp16.ipynb
https://github.com/alg-leon/tfoptflow#evaluation-
https://github.com/alg-leon/tfoptflow/blob/master/img/error_analysis_epe_vs_avgflowmag.png
https://github.com/alg-leon/tfoptflow/blob/master/img/error_analysis_10_worst.png
https://github.com/alg-leon/tfoptflow/blob/master/img/error_analysis_10_best.png
https://github.com/alg-leon/tfoptflow#inference-
https://github.com/alg-leon/tfoptflow#running-inference-on-image-pairs-
pwcnet_predict_from_img_pairs.ipynbhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_predict_from_img_pairs.ipynb
pwcnet_predict_from_img_pairs.pyhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_predict_from_img_pairs.py
https://github.com/alg-leon/tfoptflow#running-inference-on-the-test-split-of-a-dataset-
dataset_base.pyhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/dataset_base.py
dataset_mpisintel.pyhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/dataset_mpisintel.py
dataset_flyingchairs.pyhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/dataset_flyingchairs.py
dataset_flyingthings3d.pyhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/dataset_flyingthings3d.py
dataset_kitti.pyhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/dataset_kitti.py
pwcnet_predict.ipynbhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_predict.ipynb
pwcnet_predict.pyhttps://github.com/alg-leon/tfoptflow/blob/master/tfoptflow/pwcnet_predict.py
https://github.com/alg-leon/tfoptflow#datasets-
image pairshttps://lmb.informatik.uni-freiburg.de/data/SceneFlowDatasets_CVPR16/Release_april16/data/FlyingThings3D/raw_data/flyingthings3d__frames_cleanpass.tar
flowshttps://lmb.informatik.uni-freiburg.de/data/SceneFlowDatasets_CVPR16/Release_april16/data/FlyingThings3D/derived_data/flyingthings3d__optical_flow.tar.bz2
all_unused_files.txthttps://lmb.informatik.uni-freiburg.de/resources/datasets/SceneFlow/assets/all_unused_files.txt
images pairs + flowshttps://lmb.informatik.uni-freiburg.de/data/FlyingChairs/FlyingChairs.zip
FlyingChairs_train_val splithttps://lmb.informatik.uni-freiburg.de/resources/datasets/FlyingChairs/FlyingChairs_train_val.txt
[zip]http://files.is.tue.mpg.de/sintel/MPI-Sintel-complete.zip
[zip]http://www.cvlibs.net/download.php?file=data_stereo_flow.zip
[zip]http://www.cvlibs.net/download.php?file=data_scene_flow.zip
[web]http://vision.middlebury.edu/flow/
[web]http://hci-benchmark.org/flow
[2018a]https://github.com/alg-leon/tfoptflow#2018a
https://github.com/alg-leon/tfoptflow#references
https://github.com/alg-leon/tfoptflow#2018
[arXiv]https://arxiv.org/abs/1709.02371
[web]http://research.nvidia.com/publication/2018-02_PWC-Net%3A-CNNs-for
[PyTorch (Official)]https://github.com/NVlabs/PWC-Net/tree/master/PyTorch
[PyTorch]https://github.com/sniklaus/pytorch-pwc
[PyTorch]https://github.com/RanhaoKang/PWC-Net_pytorch
[Caffe (Official)]https://github.com/NVlabs/PWC-Net/tree/master/Caffe
[TensorFlow]https://github.com/djl11/PWC_Net_TensorFlow
[TensorFlow]https://github.com/daigo0927/PWC-Net_tf
[Video]https://www.youtube.com/watch?v=vVU8XV0Ac_0
[Video]https://www.youtube.com/watch?v=LBJ20kxr1a0
https://github.com/alg-leon/tfoptflow#2017
[web]http://www.mdpi.com/2313-433X/3/1/12
https://github.com/alg-leon/tfoptflow#2016
[arXiv]https://arxiv.org/abs/1612.01925
[PyTorch (Official)]https://github.com/NVIDIA/flownet2-pytorch
[TensorFlow]https://github.com/sampepose/flownet2-tf
[arXiv]https://arxiv.org/abs/1611.00850
[Torch (Official)]https://github.com/anuragranj/spynet
[PyTorch]https://github.com/sniklaus/pytorch-spynet
https://github.com/alg-leon/tfoptflow#2015
[arXiv]https://arxiv.org/abs/1504.06852
[Tensorflow (FlowNet-S)]https://github.com/DingGit/flownet-tf
https://github.com/alg-leon/tfoptflow#acknowledgments
https://github.com/daigo0927/PWC-Net_tfhttps://github.com/daigo0927/PWC-Net_tf
https://github.com/djl11/PWC_Net_TensorFlowhttps://github.com/djl11/PWC_Net_TensorFlow
https://github.com/tensorpack/tensorpack/tree/master/examples/OpticalFlowhttps://github.com/tensorpack/tensorpack/tree/master/examples/OpticalFlow
https://github.com/alg-leon/tfoptflow#contact-info
https://www.linkedin.com/in/philferriere
Readme https://github.com/alg-leon/tfoptflow#readme-ov-file
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