Http://mscoco.org Ross Girshick Microsoft Research Tsung-Yi Lin Cornell Tech Michael Maire TTI...
If you can't read please download the document
Http://mscoco.org Ross Girshick Microsoft Research Tsung-Yi Lin Cornell Tech Michael Maire TTI Chicago Serge Belongie Cornell Tech Lubomir Bourdev Facebook
http://mscoco.org Ross Girshick Microsoft Research Tsung-Yi Lin
Cornell Tech Michael Maire TTI Chicago Serge Belongie Cornell Tech
Lubomir Bourdev Facebook James Hays Brown University Pietro Perona
Caltech Deva Ramanan UC Irvine Piotr Dollar Microsoft Research
Larry Zitnick Microsoft Research
Slide 2
http://mscoco.org
Slide 3
Slide 4
Instance segmentation Non-iconic Images
Slide 5
http://mscoco.org Non-iconic images
Slide 6
http://mscoco.org
Slide 7
Slide 8
Slide 9
Slide 10
Slide 11
Sentences Beyond detection Collecting Image Annotations Using
Amazons Mechanical Turk, C. Rashtchian, P. Young, M. Hodosh, J.
Hockenmaier, NAACL HLT Workshop on Creating Speech and Language
Data with Amazons Mechanical Turk, 2010
Slide 12
http://mscoco.org Beyond detection Keypoints (provided by
Facebook)
Slide 13
http://mscoco.org
Slide 14
MS COCO 2014 release (half of COCO) 160k images 80 object
categories (things not stuff) 1M+ instances (300k people) Every
instance segmented 5 sentences per image Separate train and
validation set Over 77,000 worker hours (8+ years)
Slide 15
http://mscoco.org MS COCO 2015 (full release) http://mscoco.org
Early 2015 80-100 object categories 330k images 2M+ instances (700k
people) Every instance segmented 5 sentences per image Keypoint
annotations
Slide 16
http://mscoco.org
Slide 17
Algorithm Evaluation Still debating The metric should be:
Simple Relevant Robust IoU on the segmentations Small objects %
contour Scores that work for bboxes and segmentations Types of
instances? Leaderboard Challenge?
Slide 18
http://mscoco.org Visit mscoco.org Ross Girshick Microsoft
Research Tsung-Yi Lin Cornell Tech Michael Maire TTI Chicago Serge
Belongie Cornell Tech Lubomir Bourdev Facebook James Hays Brown
University Pietro Perona Caltech Deva Ramanan UC Irvine Piotr
Dollar Microsoft Research Larry Zitnick Microsoft Research