FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4214814664> ?p ?o ?g. }

• W4214814664 abstract "Manually annotating object segmentation masks is very time-consuming. While interactive segmentation methods offer a more efficient alternative, they become unaffordable at a large scale because the cost grows linearly with the number of annotated masks. In this paper, we propose a highly efficient annotation scheme for building large datasets with object segmentation masks. At a large scale, images contain many object instances with similar appearance. We exploit these similarities by using hierarchical clustering on mask predictions made by a segmentation model. We propose a scheme that efficiently searches through the hierarchy of clusters and selects which clusters to annotate. Humans manually verify only a few masks per cluster, and the labels are propagated to the whole cluster. Through a large-scale experiment to populate 1M unlabeled images with object segmentation masks for 80 object classes, we show that (1) we obtain 1M object segmentation masks with an total annotation time of only 290 hours; (2) we reduce annotation time by 76× compared to manual annotation; (3) the segmentation quality of our masks is on par with those from manually annotated datasets. Code, data, and models are available online <sup xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>1</sup> ." @default.
• W4214814664 created "2022-03-05" @default.
• W4214814664 creator A5004942210 @default.
• W4214814664 creator A5073141800 @default.
• W4214814664 creator A5085020955 @default.
• W4214814664 date "2021-10-01" @default.
• W4214814664 modified "2023-09-26" @default.
• W4214814664 title "Scaling up instance annotation via label propagation" @default.
• W4214814664 cites W143551758 @default.
• W4214814664 cites W1495267108 @default.
• W4214814664 cites W1506491340 @default.
• W4214814664 cites W1961501874 @default.
• W4214814664 cites W1976323859 @default.
• W4214814664 cites W1995911388 @default.
• W4214814664 cites W1998197760 @default.
• W4214814664 cites W2026566343 @default.
• W4214814664 cites W2030297513 @default.
• W4214814664 cites W2031342017 @default.
• W4214814664 cites W2034747098 @default.
• W4214814664 cites W2037227137 @default.
• W4214814664 cites W2102985109 @default.
• W4214814664 cites W2106471914 @default.
• W4214814664 cites W2110764733 @default.
• W4214814664 cites W2113137767 @default.
• W4214814664 cites W2117539524 @default.
• W4214814664 cites W2117741877 @default.
• W4214814664 cites W2124244761 @default.
• W4214814664 cites W2124351162 @default.
• W4214814664 cites W2139185560 @default.
• W4214814664 cites W2140539195 @default.
• W4214814664 cites W2149489787 @default.
• W4214814664 cites W2169551590 @default.
• W4214814664 cites W2169827072 @default.
• W4214814664 cites W2194775991 @default.
• W4214814664 cites W2300469113 @default.
• W4214814664 cites W2337429362 @default.
• W4214814664 cites W2340897893 @default.
• W4214814664 cites W2460470859 @default.
• W4214814664 cites W2475088922 @default.
• W4214814664 cites W2533218643 @default.
• W4214814664 cites W2553307952 @default.
• W4214814664 cites W2565639579 @default.
• W4214814664 cites W2608567823 @default.
• W4214814664 cites W2609825896 @default.
• W4214814664 cites W2737258237 @default.
• W4214814664 cites W2769833683 @default.
• W4214814664 cites W2781228439 @default.
• W4214814664 cites W2795276939 @default.
• W4214814664 cites W2798769484 @default.
• W4214814664 cites W2920326761 @default.
• W4214814664 cites W2948672349 @default.
• W4214814664 cites W2956371155 @default.
• W4214814664 cites W2962843773 @default.
• W4214814664 cites W2962967409 @default.
• W4214814664 cites W2963072537 @default.
• W4214814664 cites W2964037732 @default.
• W4214814664 cites W2969510879 @default.
• W4214814664 cites W2979394918 @default.
• W4214814664 cites W2986514296 @default.
• W4214814664 cites W2999219213 @default.
• W4214814664 cites W3035358681 @default.
• W4214814664 cites W3035564946 @default.
• W4214814664 cites W3125817276 @default.
• W4214814664 doi "https://doi.org/10.1109/iccv48922.2021.01508" @default.
• W4214814664 hasPublicationYear "2021" @default.
• W4214814664 type Work @default.
• W4214814664 citedByCount "2" @default.
• W4214814664 countsByYear W42148146642022 @default.
• W4214814664 countsByYear W42148146642023 @default.
• W4214814664 crossrefType "proceedings-article" @default.
• W4214814664 hasAuthorship W4214814664A5004942210 @default.
• W4214814664 hasAuthorship W4214814664A5073141800 @default.
• W4214814664 hasAuthorship W4214814664A5085020955 @default.
• W4214814664 hasBestOaLocation W42148146642 @default.
• W4214814664 hasConcept C121332964 @default.
• W4214814664 hasConcept C124504099 @default.
• W4214814664 hasConcept C134306372 @default.
• W4214814664 hasConcept C153180895 @default.
• W4214814664 hasConcept C154945302 @default.
• W4214814664 hasConcept C2776321320 @default.
• W4214814664 hasConcept C2778755073 @default.
• W4214814664 hasConcept C2781238097 @default.
• W4214814664 hasConcept C33923547 @default.
• W4214814664 hasConcept C41008148 @default.
• W4214814664 hasConcept C62520636 @default.
• W4214814664 hasConcept C73555534 @default.
• W4214814664 hasConcept C77618280 @default.
• W4214814664 hasConcept C89600930 @default.
• W4214814664 hasConceptScore W4214814664C121332964 @default.
• W4214814664 hasConceptScore W4214814664C124504099 @default.
• W4214814664 hasConceptScore W4214814664C134306372 @default.
• W4214814664 hasConceptScore W4214814664C153180895 @default.
• W4214814664 hasConceptScore W4214814664C154945302 @default.
• W4214814664 hasConceptScore W4214814664C2776321320 @default.
• W4214814664 hasConceptScore W4214814664C2778755073 @default.
• W4214814664 hasConceptScore W4214814664C2781238097 @default.
• W4214814664 hasConceptScore W4214814664C33923547 @default.
• W4214814664 hasConceptScore W4214814664C41008148 @default.
• W4214814664 hasConceptScore W4214814664C62520636 @default.
• W4214814664 hasConceptScore W4214814664C73555534 @default.

• next