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PointRend: Image Segmentation as Rendering

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Ankur Handa: PointRend: Image Segmentation as Rendering https://arxiv.org/abs/1912.08193 They use adaptive sampling around regions of uncertainty to refine the labels going from coarse to fine resolution inspired by graphics based rendering techniques. code: https://github.com/facebookresearch/detectron2/tree/master/projects/PointRend https://t.co/yguYD8q3i0

1 replies, 366 likes


Andrew Davison: Clever and efficient segmentation using adaptive resolution rendering methods. More good classical graphics ideas brought into CNN world.

3 replies, 30 likes


Bart Wronski: https://arxiv.org/abs/1912.08193 "PointRend: Image Segmentation as Rendering" neat NN paper from FB using rendering-inspired (think- adaptive subdivision,adaptive sampling) ideas to improve classic Computer Vision problem- segmentation at fraction of the original cost. Related thought:1/2

1 replies, 28 likes


Karol Majek, PhD: PointRend!!! https://arxiv.org/abs/1912.08193 https://t.co/Rl40Wln3BM

0 replies, 10 likes


Daisuke Okanohara: For image segmentation task, PointRend recursively divides the uncertain grids into smaller ones to use more point estimations in the high-frequency area (e.g., the boundary of an object) only, and compute feature vector using bi-linear interpolation. https://arxiv.org/abs/1912.08193

0 replies, 8 likes


arXiv CS-CV: PointRend: Image Segmentation as Rendering http://arxiv.org/abs/1912.08193

0 replies, 4 likes


abhi.nao: created streamlit dashboard for PointRend(https://arxiv.org/abs/1912.08193) using detectron2, finer segmentation mask as compared to mask-rcnn for with Resnet-50 FPN backbone #PyTorch https://t.co/tzwpDXhr69

0 replies, 3 likes


Frank Dellaert: Interesting!

0 replies, 3 likes


arXiv CS-CV: PointRend: Image Segmentation as Rendering http://arxiv.org/abs/1912.08193

0 replies, 2 likes


hiroto: A point-based rendering module for high-quality segmentation from FAIR, which can be applied to both semantic and instance segmentation. Kirillov et al., PointRend: Image Segmentation as Rendering https://arxiv.org/abs/1912.08193

0 replies, 2 likes


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Found on Feb 20 2020 at https://arxiv.org/pdf/1912.08193.pdf

PDF content of a computer science paper: PointRend: Image Segmentation as Rendering