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We address the problem of instance-level semantic segmentation, which aims at jointly detecting, segmenting and classifying every individual object in an image.
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The PASCAL Visual Object Classes Challenge 2012 (VOC2012) Results
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P. Arbelaez, J. Pont-Tuset, J. T. Barron, F. Marques, and J. Malik · 2014
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Learning rich features from rgb-d images for object detection and segmentation
S. Gupta, R. Girshick, P. Arbeláez, and J. Malik · 2014
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Simultaneous detection and segmentation
B. Hariharan, P. Arbeláez, R. Girshick, and J. Malik · 2014
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An exemplar-based crf for multi-instance object segmentation
X. He and S. Gould · 2014
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Geodesic object proposals
P. Krähenbühl and V. Koltun · 2014
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Microsoft COCO: common objects in context
T. Lin, M. Maire, S. Belongie, L. D. Bourdev, R. B. Girshick, J. Hays, P. Perona, D. Ramanan, P. Dollár, and C. L. Zitnick · 2014
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Annotated image datasets of rosette plants
H. Scharr, M. Minervini, A. Fischbach, and S. A. Tsaftaris · 2014
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Very deep convolutional networks for large-scale image recognition
K. Simonyan and A. Zisserman · 2014
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Scene parsing with object instances and occlusion ordering
J. Tighe, M. Niethammer, and S. Lazebnik · 2014
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Semantic image segmentation with deep convolutional nets and fully connected crfs
L. C. Chen, G. Papandreou, I. Kokkinos, K. Murphy, and A. L. Yuille · 2015
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Convolutional feature masking for joint object and stuff segmentation
J. Dai, K. He, and J. Sun · 2015
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Fast r-cnn
R. Girshick · 2015
The cityscapes dataset for semantic urban scene understanding
M. Cordts, M. Omran, S. Ramos, T. Rehfeld, M. Enzweiler, R. Benenson, U. Franke, S. Roth, and B. Schiele · 2016
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Instance-sensitive fully convolutional networks
J. Dai, K. He, Y. Li, S. Ren, and J. Sun · 2016
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Instance-aware semantic segmentation via multi-task network cascades
J. Dai, K. He, and J. Sun · 2016
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Instance-level segmentation of vehicles using deep contours
R. M. Jan van den Brand, Matthias Ochs · 2016
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Iterative instance segmentation
K. Li, B. Hariharan, and J. Malik · 2016
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Learning to refine object segments
P. O. Pinheiro, T.-Y. Lin, R. Collobert, and P. Dollár · 2016
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Hypercolumns for object segmentation and fine-grained localization
B. Hariharan, P. Arbeláez, R. Girshick, and J. Malik · 2015
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Proposal-free network for instance-level object segmentation
X. Liang, Y. Wei, X. Shen, J. Yang, L. Lin, and S. Yan · 2015
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Fully convolutional networks for semantic segmentation
J. Long, E. Shelhamer, and T. Darrell · 2015
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Learning to segment object candidates
P. O. Pinheiro, R. Collobert, and P. Dollár · 2015
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Faster r-cnn: Towards real-time object detection with region proposal networks
S. Ren, K. He, R. Girshick, and J. Sun · 2015
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Monocular object instance segmentation and depth ordering with cnns
Z. Zhang, A. Schwing, S. Fidler, and R. Urtasun · 2015
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Recurrent instance segmentation
B. Romera-Paredes and P. H. S. Torr · 2016
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Pixel-level encoding and depth layering for instance-level semantic labeling
J. Uhrig, M. Cordts, U. Franke, and T. Brox · 2016
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Instance-Level Segmentation with Deep Densely Connected MRFs
Z. Zhang, S. Fidler, and R. Urtasun · 2016
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Deep watershed transform for instance segmentation
M. Bai and R. Urtasun · 2017
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InstanceCut: from edges to instances with multicut
A. Kirillov, E. Levinkov, B. Andres, B. Savchynskyy, and C. Rother · 2017
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End-to-end instance segmentation and counting with recurrent attention
M. Ren and R. S. Zemel · 2017
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