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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 2: AAAI-21 Technical Tracks 2

Optical Flow Estimation from a Single Motion-blurred Image

February 1, 2023

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Authors

Dawit Mureja Argaw

KAIST Robotics and Computer Vision Lab., Daejeon, Korea


Junsik Kim

KAIST Robotics and Computer Vision Lab., Daejeon, Korea


Francois Rameau

KAIST Robotics and Computer Vision Lab., Daejeon, Korea


Jae Won Cho

KAIST Robotics and Computer Vision Lab., Daejeon, Korea


In So Kweon

KAIST Robotics and Computer Vision Lab., Daejeon, Korea


DOI:

10.1609/aaai.v35i2.16172


Abstract:

In most of computer vision applications, motion blur is regarded as an undesirable artifact. However, it has been shown that motion blur in an image may have practical interests in fundamental computer vision problems. In this work, we propose a novel framework to estimate optical flow from a single motion-blurred image in an end-to-end manner. We design our network with transformer networks to learn globally and locally varying motions from encoded features of a motion-blurred input, and decode left and right frame features without explicit frame supervision. A flow estimator network is then used to estimate optical flow from the decoded features in a coarse-to-fine manner. We qualitatively and quantitatively evaluate our model through a large set of experiments on synthetic and real motion-blur datasets. We also provide in-depth analysis of our model in connection with related approaches to highlight the effectiveness and favorability of our approach. Furthermore, we showcase the applicability of the flow estimated by our method on deblurring and moving object segmentation tasks.

Topics: AAAI

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HOW TO CITE:

Dawit Mureja Argaw||Junsik Kim||Francois Rameau||Jae Won Cho||In So Kweon Optical Flow Estimation from a Single Motion-blurred Image Proceedings of the AAAI Conference on Artificial Intelligence (2021) 891-900.

Dawit Mureja Argaw||Junsik Kim||Francois Rameau||Jae Won Cho||In So Kweon Optical Flow Estimation from a Single Motion-blurred Image AAAI 2021, 891-900.

Dawit Mureja Argaw||Junsik Kim||Francois Rameau||Jae Won Cho||In So Kweon (2021). Optical Flow Estimation from a Single Motion-blurred Image. Proceedings of the AAAI Conference on Artificial Intelligence, 891-900.

Dawit Mureja Argaw||Junsik Kim||Francois Rameau||Jae Won Cho||In So Kweon. Optical Flow Estimation from a Single Motion-blurred Image. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.891-900.

Dawit Mureja Argaw||Junsik Kim||Francois Rameau||Jae Won Cho||In So Kweon. 2021. Optical Flow Estimation from a Single Motion-blurred Image. "Proceedings of the AAAI Conference on Artificial Intelligence". 891-900.

Dawit Mureja Argaw||Junsik Kim||Francois Rameau||Jae Won Cho||In So Kweon. (2021) "Optical Flow Estimation from a Single Motion-blurred Image", Proceedings of the AAAI Conference on Artificial Intelligence, p.891-900

Dawit Mureja Argaw||Junsik Kim||Francois Rameau||Jae Won Cho||In So Kweon, "Optical Flow Estimation from a Single Motion-blurred Image", AAAI, p.891-900, 2021.

Dawit Mureja Argaw||Junsik Kim||Francois Rameau||Jae Won Cho||In So Kweon. "Optical Flow Estimation from a Single Motion-blurred Image". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.891-900.

Dawit Mureja Argaw||Junsik Kim||Francois Rameau||Jae Won Cho||In So Kweon. "Optical Flow Estimation from a Single Motion-blurred Image". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 891-900.

Dawit Mureja Argaw||Junsik Kim||Francois Rameau||Jae Won Cho||In So Kweon. Optical Flow Estimation from a Single Motion-blurred Image. AAAI[Internet]. 2021[cited 2023]; 891-900.


ISSN: 2374-3468


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