Category-independent object proposals with diverse ranking

IEEE Transactions on Pattern Analysis and Machine Intelligence
Ian Endres, Derek Hoiem

Abstract

We propose a category-independent method to produce a bag of regions and rank them, such that top-ranked regions are likely to be good segmentations of different objects. Our key objectives are completeness and diversity: Every object should have at least one good proposed region, and a diverse set should be top-ranked. Our approach is to generate a set of segmentations by performing graph cuts based on a seed region and a learned affinity function. Then, the regions are ranked using structured learning based on various cues. Our experiments on the Berkeley Segmentation Data Set and Pascal VOC 2011 demonstrate our ability to find most objects within a small bag of proposed regions.

References

Jul 1, 2006·Nature·Eitan SharonAchi Brandt
Nov 14, 2006·Neural Networks : the Official Journal of the International Neural Network Society·Dirk Walther, Christof Koch
Jul 17, 2010·IEEE Transactions on Pattern Analysis and Machine Intelligence·Pedro F FelzenszwalbDeva Ramanan
Aug 25, 2010·IEEE Transactions on Pattern Analysis and Machine Intelligence·Pablo ArbeláezJitendra Malik
Dec 7, 2011·IEEE Transactions on Pattern Analysis and Machine Intelligence·Joao Carreira, Cristian Sminchisescu
Jan 18, 2012·IEEE Transactions on Pattern Analysis and Machine Intelligence·Bogdan AlexeVittorio Ferrari

❮ Previous
Next ❯

Citations

Jun 13, 2015·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Huazhu FuRabab Kreidieh Ward
Feb 3, 2015·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society· Chong WangSteve Maybank
Aug 11, 2015·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Fahad Shahbaz KhanAntonio M Lopez
Sep 10, 2015·IEEE Transactions on Pattern Analysis and Machine Intelligence·Ming-Ming ChengShi-Min Hu
Mar 10, 2016·IEEE Transactions on Pattern Analysis and Machine Intelligence·Jan HosangBernt Schiele
Feb 18, 2016·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society· Kunqian Li Wenbing Tao
Dec 15, 2015·IEEE Transactions on Pattern Analysis and Machine Intelligence·Ziming Zhang, Philip H S Torr
Sep 29, 2015·IEEE Transactions on Pattern Analysis and Machine Intelligence·Jordi Pont-Tuset, Ferran Marques
Jun 1, 2016·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Kai-Fu YangYong-Jie Li
Mar 10, 2016·IEEE Transactions on Pattern Analysis and Machine Intelligence·Jordi Pont-TusetJitendra Malik
Nov 17, 2016·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Shao HuangRynson W H Lau
Jan 17, 2017·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Huazhu FuStephen Lin
Jan 17, 2017·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Leonardo GalteriAlberto Del Bimbo
Nov 23, 2017·Sensors·Miao HeBin Hui

❮ Previous
Next ❯

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.

Related Papers

Proceedings of the ... International Symposium on Image and Signal Processing and Analysis
Fengqing ZhuEdward J Delp
IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
Kuiyuan YangHong-Jiang Zhang
International Journal of Bioinformatics Research and Applications
Stephen J GriesmerJason T L Wang
Journal of the Optical Society of America. A, Optics, Image Science, and Vision
Xiang Zhang, Jie Yang
IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
Yu-Pao TsaiZen-Chung Shih
© 2021 Meta ULC. All rights reserved