
DOI . ORG {
}
Title[redir]:
Microsoft COCO: Common Objects in Context | SpringerLink
Description:
We present a new dataset with the goal of advancing the state-of-the-art in object recognition by placing the question of object recognition in the context of the broader question of scene understanding. This is achieved by gathering images of complex everyday scenes...
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Keywords {๐}
google, scholar, object, cvpr, detection, segmentation, image, objects, perona, computer, eccv, chapter, database, article, berg, context, ramanan, images, learning, springer, data, part, dataset, recognition, pami, privacy, cookies, information, publish, search, vision, conference, paper, common, hays, science, scene, ijcv, evaluation, models, technical, usa, content, research, microsoft, lin, maire, belongie, dollรกr, instance,
Topics {โ๏ธ}
large-scale scene recognition web-scale image search multi-class object recognition scalable multi-label annotation deformable parts model tsung-yi lin technical report cns-tr-201 layered object models scene understanding privacy choices/manage cookies contextual object detection accurate object detection semantic object classes verify object hypotheses category detection recognizing scene attributes computer science department czech technical university main content log precise object localization web-based tool microsoft coco large data set caltech-ucsd birds 200 collecting image annotations person pose estimation class attribute transfer image understanding hierarchical image segmentation complex everyday scenes detailed statistical analysis learning algorithm improves rich feature hierarchies richly annotated catalog learning multiple layers jointly modeling texture electronic lexical database paper lin conditions privacy policy european economic area entry-level categories paper cite finding iconic images segmentation detection results object detection accepting optional cookies computer science object detectors learning spatial context localize detected objects
Questions {โ}
- Detecting avocados to zucchinis: what have we done, and where are we going?
- Do we need more training data or better models for object detection?
Schema {๐บ๏ธ}
ScholarlyArticle:
headline:Microsoft COCO: Common Objects in Context
pageEnd:755
pageStart:740
image:https://media.springernature.com/w153/springer-static/cover/book/978-3-319-10602-1.jpg
genre:
Computer Science
Computer Science (R0)
isPartOf:
name:Computer Vision โ ECCV 2014
isbn:
978-3-319-10602-1
978-3-319-10601-4
type:Book
publisher:
name:Springer International Publishing
logo:
url:https://www.springernature.com/app-sn/public/images/logo-springernature.png
type:ImageObject
type:Organization
author:
name:Tsung-Yi Lin
affiliation:
name:Cornell
address:
name:Cornell, USA
type:PostalAddress
type:Organization
type:Person
name:Michael Maire
affiliation:
name:Caltech
address:
name:Caltech, USA
type:PostalAddress
type:Organization
type:Person
name:Serge Belongie
affiliation:
name:Cornell
address:
name:Cornell, USA
type:PostalAddress
type:Organization
type:Person
name:James Hays
affiliation:
name:Brown
address:
name:Brown, USA
type:PostalAddress
type:Organization
type:Person
name:Pietro Perona
affiliation:
name:Caltech
address:
name:Caltech, USA
type:PostalAddress
type:Organization
type:Person
name:Deva Ramanan
affiliation:
name:UC Irvine
address:
name:UC Irvine, USA
type:PostalAddress
type:Organization
type:Person
name:Piotr Dollรกr
affiliation:
name:Microsoft Research
address:
name:Microsoft Research, USA
type:PostalAddress
type:Organization
type:Person
name:C. Lawrence Zitnick
affiliation:
name:Microsoft Research
address:
name:Microsoft Research, USA
type:PostalAddress
type:Organization
type:Person
keywords:Object Detection, Common Object, Object Category, Object Instance, Scene Understanding
description:We present a new dataset with the goal of advancing the state-of-the-art in object recognition by placing the question of object recognition in the context of the broader question of scene understanding. This is achieved by gathering images of complex everyday scenes containing common objects in their natural context. Objects are labeled using per-instance segmentations to aid in precise object localization. Our dataset contains photos of 91 objects types that would be easily recognizable by a 4 year old. With a total of 2.5 million labeled instances in 328k images, the creation of our dataset drew upon extensive crowd worker involvement via novel user interfaces for category detection, instance spotting and instance segmentation. We present a detailed statistical analysis of the dataset in comparison to PASCAL, ImageNet, and SUN. Finally, we provide baseline performance analysis for bounding box and segmentation detection results using a Deformable Parts Model.
datePublished:2014
isAccessibleForFree:1
context:https://schema.org
Book:
name:Computer Vision โ ECCV 2014
isbn:
978-3-319-10602-1
978-3-319-10601-4
Organization:
name:Springer International Publishing
logo:
url:https://www.springernature.com/app-sn/public/images/logo-springernature.png
type:ImageObject
name:Cornell
address:
name:Cornell, USA
type:PostalAddress
name:Caltech
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type:PostalAddress
name:Brown
address:
name:Brown, USA
type:PostalAddress
name:Caltech
address:
name:Caltech, USA
type:PostalAddress
name:UC Irvine
address:
name:UC Irvine, USA
type:PostalAddress
name:Microsoft Research
address:
name:Microsoft Research, USA
type:PostalAddress
name:Microsoft Research
address:
name:Microsoft Research, USA
type:PostalAddress
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url:https://www.springernature.com/app-sn/public/images/logo-springernature.png
Person:
name:Tsung-Yi Lin
affiliation:
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address:
name:Cornell, USA
type:PostalAddress
type:Organization
name:Michael Maire
affiliation:
name:Caltech
address:
name:Caltech, USA
type:PostalAddress
type:Organization
name:Serge Belongie
affiliation:
name:Cornell
address:
name:Cornell, USA
type:PostalAddress
type:Organization
name:James Hays
affiliation:
name:Brown
address:
name:Brown, USA
type:PostalAddress
type:Organization
name:Pietro Perona
affiliation:
name:Caltech
address:
name:Caltech, USA
type:PostalAddress
type:Organization
name:Deva Ramanan
affiliation:
name:UC Irvine
address:
name:UC Irvine, USA
type:PostalAddress
type:Organization
name:Piotr Dollรกr
affiliation:
name:Microsoft Research
address:
name:Microsoft Research, USA
type:PostalAddress
type:Organization
name:C. Lawrence Zitnick
affiliation:
name:Microsoft Research
address:
name:Microsoft Research, USA
type:PostalAddress
type:Organization
PostalAddress:
name:Cornell, USA
name:Caltech, USA
name:Cornell, USA
name:Brown, USA
name:Caltech, USA
name:UC Irvine, USA
name:Microsoft Research, USA
name:Microsoft Research, USA
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