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RAFT: Recurrent All-Pairs Field Transforms for Optical Flow | Computer Vision | ECCV 2020 Analytics Table

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About RAFT: Recurrent All-Pairs Field Transforms for Optical Flow | Computer Vision | ECCV 2020

Explore RAFT: Recurrent All-Pairs Field Transforms for Optical Flow | Computer Vision | ECCV 2020 with 1,074 views, 5 likes, and 2 comments. Experience the impact of this video content that has captured audience attention.

RAFT: Recurrent All-Pairs Field Transforms for Optical Flow We introduce Recurrent All-Pairs Field Transforms (RAFT), a new deep network architecture for optical flow. RAFT extracts perpixel features build multi-scale 4D correlation volumes for all pairs of pixels, and iteratively updates a flow field through a recurrent unit that performs lookups on the correlation volumes. RAFT achieves state-of-the-art performance. On KITTI, RAFT achieves an F1-all error of 5.10%, a 16% error reduction from the best-published result (6.10%). On Sintel (final pass), RAFT obtains an end-point error of 2.855 pixels, a 30% error reduction from the best-published result (4.098 pixels). In addition, RAFT has strong cross-dataset generalization as well as high efficiency in inference time, training speed, and parameter count. Code is available at https://github.com/princeton-vl/RAFT.

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