Higher-order segmentation via multicuts
Multicuts enable to conveniently represent discrete graphical models for unsupervised and supervised image segmentation, in the case of local energy functions that exhibit symmetries. The basic Potts model and natural extensions thereof to higher-order models provide a prominent class of such object...
Saved in:
| Main Authors: | , , , |
|---|---|
| Format: | Article (Journal) |
| Language: | English |
| Published: |
[2016]
|
| In: |
Computer vision and image understanding
Year: 2015, Volume: 143, Pages: 104-119 |
| ISSN: | 1090-235X |
| DOI: | 10.1016/j.cviu.2015.11.005 |
| Online Access: | Verlag, lizenzpflichtig, Volltext: https://doi.org/10.1016/j.cviu.2015.11.005 Verlag, lizenzpflichtig, Volltext: http://www.sciencedirect.com/science/article/pii/S1077314215002490 |
| Author Notes: | Jörg Hendrik Kappes, Markus Speth, Gerhard Reinelt, Christoph Schnörr |
MARC
| LEADER | 00000caa a2200000 c 4500 | ||
|---|---|---|---|
| 001 | 1697664261 | ||
| 003 | DE-627 | ||
| 005 | 20220818074934.0 | ||
| 007 | cr uuu---uuuuu | ||
| 008 | 200507r20162015xx |||||o 00| ||eng c | ||
| 024 | 7 | |a 10.1016/j.cviu.2015.11.005 |2 doi | |
| 035 | |a (DE-627)1697664261 | ||
| 035 | |a (DE-599)KXP1697664261 | ||
| 035 | |a (OCoLC)1341319225 | ||
| 040 | |a DE-627 |b ger |c DE-627 |e rda | ||
| 041 | |a eng | ||
| 084 | |a 28 |2 sdnb | ||
| 100 | 1 | |a Kappes, Jörg Hendrik |e VerfasserIn |0 (DE-588)1011935481 |0 (DE-627)660877821 |0 (DE-576)344648818 |4 aut | |
| 245 | 1 | 0 | |a Higher-order segmentation via multicuts |c Jörg Hendrik Kappes, Markus Speth, Gerhard Reinelt, Christoph Schnörr |
| 264 | 1 | |c [2016] | |
| 300 | |a 16 | ||
| 336 | |a Text |b txt |2 rdacontent | ||
| 337 | |a Computermedien |b c |2 rdamedia | ||
| 338 | |a Online-Ressource |b cr |2 rdacarrier | ||
| 500 | |a Available online 21 November 2015 | ||
| 500 | |a Gesehen am 07.05.2020 | ||
| 520 | |a Multicuts enable to conveniently represent discrete graphical models for unsupervised and supervised image segmentation, in the case of local energy functions that exhibit symmetries. The basic Potts model and natural extensions thereof to higher-order models provide a prominent class of such objectives, that cover a broad range of segmentation problems relevant to image analysis and computer vision. We exhibit a way to systematically take into account such higher-order terms for computational inference. Furthermore, we present results of a comprehensive and competitive numerical evaluation of a variety of dedicated cutting-plane algorithms. Our approach enables the globally optimal evaluation of a significant subset of these models, without compromising runtime. Polynomially solvable relaxations are studied as well, along with advanced rounding schemes for post-processing. | ||
| 534 | |c 2015 | ||
| 650 | 4 | |a Correlation clustering | |
| 650 | 4 | |a Discrete optimization | |
| 650 | 4 | |a Global optimality | |
| 650 | 4 | |a Higher-order graphical models | |
| 650 | 4 | |a Image labeling | |
| 650 | 4 | |a Markov random fields | |
| 650 | 4 | |a Multicut | |
| 650 | 4 | |a Partitioning | |
| 650 | 4 | |a Polyhedral combinatorics | |
| 650 | 4 | |a Segmentation | |
| 700 | 1 | |a Speth, Markus |e VerfasserIn |0 (DE-588)1036741869 |0 (DE-627)751099228 |0 (DE-576)386784043 |4 aut | |
| 700 | 1 | |a Reinelt, Gerhard |e VerfasserIn |0 (DE-588)101987113X |0 (DE-627)691042861 |0 (DE-576)358936187 |4 aut | |
| 700 | 1 | |a Schnörr, Christoph |e VerfasserIn |0 (DE-588)1023033348 |0 (DE-627)717351017 |0 (DE-576)168404540 |4 aut | |
| 773 | 0 | 8 | |i Enthalten in |t Computer vision and image understanding |d San Diego, Calif. : Elsevier, 1995 |g 143(2016), Seite 104-119 |h Online-Ressource |w (DE-627)254637876 |w (DE-600)1462895-8 |w (DE-576)103373063 |x 1090-235X |7 nnas |a Higher-order segmentation via multicuts |
| 773 | 1 | 8 | |g volume:143 |g year:2016 |g pages:104-119 |g extent:16 |a Higher-order segmentation via multicuts |
| 856 | 4 | 0 | |u https://doi.org/10.1016/j.cviu.2015.11.005 |x Verlag |x Resolving-System |z lizenzpflichtig |3 Volltext |
| 856 | 4 | 0 | |u http://www.sciencedirect.com/science/article/pii/S1077314215002490 |x Verlag |z lizenzpflichtig |3 Volltext |
| 951 | |a AR | ||
| 992 | |a 20200507 | ||
| 993 | |a Article | ||
| 994 | |a 2016 | ||
| 998 | |g 1023033348 |a Schnörr, Christoph |m 1023033348:Schnörr, Christoph |d 110000 |d 110200 |d 110000 |d 110400 |e 110000PS1023033348 |e 110200PS1023033348 |e 110000PS1023033348 |e 110400PS1023033348 |k 0/110000/ |k 1/110000/110200/ |k 0/110000/ |k 1/110000/110400/ |p 4 |y j | ||
| 998 | |g 101987113X |a Reinelt, Gerhard |m 101987113X:Reinelt, Gerhard |d 110000 |d 110300 |e 110000PR101987113X |e 110300PR101987113X |k 0/110000/ |k 1/110000/110300/ |p 3 | ||
| 998 | |g 1011935481 |a Kappes, Jörg Hendrik |m 1011935481:Kappes, Jörg Hendrik |p 1 |x j | ||
| 999 | |a KXP-PPN1697664261 |e 366225803X | ||
| BIB | |a Y | ||
| SER | |a journal | ||
| JSO | |a {"origin":[{"dateIssuedDisp":"[2016]","dateIssuedKey":"2016"}],"id":{"eki":["1697664261"],"doi":["10.1016/j.cviu.2015.11.005"]},"name":{"displayForm":["Jörg Hendrik Kappes, Markus Speth, Gerhard Reinelt, Christoph Schnörr"]},"physDesc":[{"extent":"16 S."}],"relHost":[{"disp":"Higher-order segmentation via multicutsComputer vision and image understanding","note":["Gesehen am 06.01.2021"],"type":{"media":"Online-Ressource","bibl":"periodical"},"recId":"254637876","language":["eng"],"pubHistory":["61.1995 - 117.2013; Vol. 118.2014 -"],"titleAlt":[{"title":"CVIU"},{"title":"CVGIP"},{"title":"CVGIP / Image understanding"}],"part":{"text":"143(2016), Seite 104-119","volume":"143","extent":"16","year":"2016","pages":"104-119"},"title":[{"title":"Computer vision and image understanding","subtitle":"CVIU","title_sort":"Computer vision and image understanding"}],"physDesc":[{"extent":"Online-Ressource"}],"origin":[{"dateIssuedKey":"1995","publisher":"Elsevier ; Acad. Pr.","dateIssuedDisp":"1995-","publisherPlace":"San Diego, Calif. ; Orlando, Fla."}],"id":{"issn":["1090-235X"],"eki":["254637876"],"zdb":["1462895-8"]}}],"title":[{"title":"Higher-order segmentation via multicuts","title_sort":"Higher-order segmentation via multicuts"}],"person":[{"display":"Kappes, Jörg Hendrik","roleDisplay":"VerfasserIn","role":"aut","family":"Kappes","given":"Jörg Hendrik"},{"family":"Speth","given":"Markus","display":"Speth, Markus","roleDisplay":"VerfasserIn","role":"aut"},{"roleDisplay":"VerfasserIn","display":"Reinelt, Gerhard","role":"aut","family":"Reinelt","given":"Gerhard"},{"display":"Schnörr, Christoph","roleDisplay":"VerfasserIn","role":"aut","family":"Schnörr","given":"Christoph"}],"type":{"media":"Online-Ressource","bibl":"article-journal"},"note":["Available online 21 November 2015","Gesehen am 07.05.2020"],"language":["eng"],"recId":"1697664261"} | ||
| SRT | |a KAPPESJOERHIGHERORDE2016 | ||