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Learning to Estimate Hidden Motions with Global Motion Aggregation
Shihao Jiang , Dylan Campbell, Yao Lu, Hongdong Li, Richard Hartley
ICCV, 2021
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We show reasoning about self-similarities can help resolve ambiguities caused by occlusions.
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Learning Optical Flow from a Few Matches
Shihao Jiang , Yao Lu, Hongdong Li, Richard Hartley
CVPR, 2021
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We show accurate optical flow can be predicted from a sparse correlation volume.
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Joint Unsupervised Learning of Optical Flow and Egomotion with Bi-Level Optimization
Shihao Jiang , Dylan Campbell, Miaomiao Liu, Stephen Gould, Richard Hartley
3DV, 2020
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We propose an approach to differentiate through an essential matrix estimation layer and demonstrate its usefulness in unsupervised optical flow estimation.
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Kernel Support Vector Machine and Convolutional Neural Networks
Shihao Jiang , Richard Hartley, Basura Fernando
DICTA, 2018
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We embed a kernel support vector machine module in a CNN.
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