Matches in SemOpenAlex for { <https://semopenalex.org/work/W4289244037> ?p ?o ?g. }
Showing items 1 to 64 of
64
with 100 items per page.
- W4289244037 abstract "We consider the problem of weakly supervised object detection, where the training samples are annotated using only image-level labels that indicate the presence or absence of an object category. In order to model the uncertainty in the location of the objects, we employ a dissimilarity coefficient based probabilistic learning objective. The learning objective minimizes the difference between an annotation agnostic prediction distribution and an annotation aware conditional distribution. The main computational challenge is the complex nature of the conditional distribution, which consists of terms over hundreds or thousands of variables. The complexity of the conditional distribution rules out the possibility of explicitly modeling it. Instead, we exploit the fact that deep learning frameworks rely on stochastic optimization. This allows us to use a state of the art discrete generative model that can provide annotation consistent samples from the conditional distribution. Extensive experiments on PASCAL VOC 2007 and 2012 data sets demonstrate the efficacy of our proposed approach." @default.
- W4289244037 created "2022-08-01" @default.
- W4289244037 creator A5046360879 @default.
- W4289244037 creator A5062407113 @default.
- W4289244037 creator A5066949786 @default.
- W4289244037 date "2018-11-25" @default.
- W4289244037 modified "2023-09-23" @default.
- W4289244037 title "Dissimilarity Coefficient based Weakly Supervised Object Detection" @default.
- W4289244037 doi "https://doi.org/10.48550/arxiv.1811.10016" @default.
- W4289244037 hasPublicationYear "2018" @default.
- W4289244037 type Work @default.
- W4289244037 citedByCount "0" @default.
- W4289244037 crossrefType "posted-content" @default.
- W4289244037 hasAuthorship W4289244037A5046360879 @default.
- W4289244037 hasAuthorship W4289244037A5062407113 @default.
- W4289244037 hasAuthorship W4289244037A5066949786 @default.
- W4289244037 hasBestOaLocation W42892440371 @default.
- W4289244037 hasConcept C105795698 @default.
- W4289244037 hasConcept C119857082 @default.
- W4289244037 hasConcept C152565575 @default.
- W4289244037 hasConcept C153180895 @default.
- W4289244037 hasConcept C154945302 @default.
- W4289244037 hasConcept C167966045 @default.
- W4289244037 hasConcept C199360897 @default.
- W4289244037 hasConcept C2776321320 @default.
- W4289244037 hasConcept C2781238097 @default.
- W4289244037 hasConcept C33923547 @default.
- W4289244037 hasConcept C39890363 @default.
- W4289244037 hasConcept C41008148 @default.
- W4289244037 hasConcept C43555835 @default.
- W4289244037 hasConcept C49937458 @default.
- W4289244037 hasConcept C75608658 @default.
- W4289244037 hasConceptScore W4289244037C105795698 @default.
- W4289244037 hasConceptScore W4289244037C119857082 @default.
- W4289244037 hasConceptScore W4289244037C152565575 @default.
- W4289244037 hasConceptScore W4289244037C153180895 @default.
- W4289244037 hasConceptScore W4289244037C154945302 @default.
- W4289244037 hasConceptScore W4289244037C167966045 @default.
- W4289244037 hasConceptScore W4289244037C199360897 @default.
- W4289244037 hasConceptScore W4289244037C2776321320 @default.
- W4289244037 hasConceptScore W4289244037C2781238097 @default.
- W4289244037 hasConceptScore W4289244037C33923547 @default.
- W4289244037 hasConceptScore W4289244037C39890363 @default.
- W4289244037 hasConceptScore W4289244037C41008148 @default.
- W4289244037 hasConceptScore W4289244037C43555835 @default.
- W4289244037 hasConceptScore W4289244037C49937458 @default.
- W4289244037 hasConceptScore W4289244037C75608658 @default.
- W4289244037 hasLocation W42892440371 @default.
- W4289244037 hasLocation W42892440372 @default.
- W4289244037 hasOpenAccess W4289244037 @default.
- W4289244037 hasPrimaryLocation W42892440371 @default.
- W4289244037 hasRelatedWork W1503442776 @default.
- W4289244037 hasRelatedWork W2126384842 @default.
- W4289244037 hasRelatedWork W2405555440 @default.
- W4289244037 hasRelatedWork W2549108983 @default.
- W4289244037 hasRelatedWork W2897193746 @default.
- W4289244037 hasRelatedWork W2901190005 @default.
- W4289244037 hasRelatedWork W2947903144 @default.
- W4289244037 hasRelatedWork W2963736354 @default.
- W4289244037 hasRelatedWork W2964328846 @default.
- W4289244037 hasRelatedWork W4289244037 @default.
- W4289244037 isParatext "false" @default.
- W4289244037 isRetracted "false" @default.
- W4289244037 workType "article" @default.