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Open-source the deep homography code.
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zhangshushu15 authored and copybara-github committed Mar 15, 2019
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10 changes: 10 additions & 0 deletions deep_homography/README.md
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# Multi-scale Homography Estimation using Deep Neural Network

__Warning: WORK IN PROGRESS. Currently the code is for demonstration purpose and does not run at the moment.__

This project extends the deep homography estimation method from DeTone et al. [1] with a multi-scale strategy. Given a pair of input images, a homography is first estimated at the lowest resolution and then is progressively refined at higher resolutions. The training can be conducted using a synthetic dataset derived from the MS-COCO benchmark or other image/video datasets by following the method from DeTone et al [1].

The code builds upon Tensorflow(https://www.tensorflow.org/).

[1] DeTone, Daniel, Tomasz Malisiewicz, and Andrew Rabinovich. "Deep image homography estimation." arXiv preprint arXiv:1606.03798 (2016).
https://arxiv.org/abs/1606.03798
16 changes: 16 additions & 0 deletions deep_homography/__init__.py
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# coding=utf-8
# Copyright 2019 The Google Research Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.


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