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Selected publications - Bowen Cheng / PhD
Bowen Cheng / PhD
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Bowen Cheng, Ishan Misra, Alexander G. Schwing, Alexander Kirillov, Rohit Girdhar
Conference on Computer Vision and Pattern Recognition (
CVPR), 2022
Conference on Computer Vi...
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Mask2Former
Abstract
Image segmentation is about grouping pixels with different semantics, e.g., category or instance membership,
where each choice of semantics defines a task. While only the semantics of each ...
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MaskFormer
per-pixel classification task,
while instance-level segmentation is handled with an alternative
mask classification. Our key insight:
mask classification is sufficiently general to solve both seman...
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Boundary IoU
Abstract
We present Boundary IoU (Intersection-over-Union), a new segmentation evaluation measure focused on boundary quality. We perform an extensive analysis across different error...
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PointSup
Abstract
We propose point-based instance-level annotation, a new form of weak supervision for instance segmentation. It combines the standard bounding box annotation with labeled poi...
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CV - Bowen Cheng / PhD
Bowen Cheng / PhD