Matches in SemOpenAlex for { <https://semopenalex.org/work/W3207948287> ?p ?o ?g. }
- W3207948287 abstract "Modern CNN-based face detectors have achieved tremendous strides due to largeannotated datasets. However, misaligned results with high detection confidencebut low localization accuracy restrict the further improvement of detectionperformance. In this paper, we first generate detection results on training setitself. Surprisingly, a considerable part of them exist the same misalignmentproblem. Then, we carefully examine these misaligned cases and point outannotation inconsistency is the main reason. Finally, we propose a novelBounding-Box Deep Calibration (BDC) method to reasonably replace inconsistentannotations with model predicted bounding-boxes and create a new annotationfile for training set. Extensive experiments on WIDER FACE dataset show theeffectiveness of BDC on improving models' precision and recall rate. Our simpleand effective method provides a new direction for improving face detection.Source code is available at https://github.com/shiluo1990/BDC." @default.
- W3207948287 created "2021-10-25" @default.
- W3207948287 creator A5054228072 @default.
- W3207948287 creator A5054716149 @default.
- W3207948287 creator A5060171530 @default.
- W3207948287 date "2021-10-08" @default.
- W3207948287 modified "2023-09-27" @default.
- W3207948287 title "BDC: Bounding-Box Deep Calibration for High Performance Face Detection." @default.
- W3207948287 cites W2904958266 @default.
- W3207948287 cites W2955904076 @default.
- W3207948287 cites W2962766044 @default.
- W3207948287 cites W2962898354 @default.
- W3207948287 cites W2963011882 @default.
- W3207948287 cites W2963307811 @default.
- W3207948287 cites W2963351448 @default.
- W3207948287 cites W2963466847 @default.
- W3207948287 cites W2963572007 @default.
- W3207948287 cites W2963789946 @default.
- W3207948287 cites W2963856926 @default.
- W3207948287 cites W2964309795 @default.
- W3207948287 cites W2964347837 @default.
- W3207948287 cites W2969985801 @default.
- W3207948287 cites W2985214930 @default.
- W3207948287 cites W2997747012 @default.
- W3207948287 cites W3014595575 @default.
- W3207948287 cites W3030347737 @default.
- W3207948287 cites W3034258423 @default.
- W3207948287 cites W3034594021 @default.
- W3207948287 cites W3110295718 @default.
- W3207948287 cites W3154740959 @default.
- W3207948287 cites W3175279282 @default.
- W3207948287 hasPublicationYear "2021" @default.
- W3207948287 type Work @default.
- W3207948287 sameAs 3207948287 @default.
- W3207948287 citedByCount "0" @default.
- W3207948287 crossrefType "posted-content" @default.
- W3207948287 hasAuthorship W3207948287A5054228072 @default.
- W3207948287 hasAuthorship W3207948287A5054716149 @default.
- W3207948287 hasAuthorship W3207948287A5060171530 @default.
- W3207948287 hasConcept C105795698 @default.
- W3207948287 hasConcept C108583219 @default.
- W3207948287 hasConcept C111919701 @default.
- W3207948287 hasConcept C115961682 @default.
- W3207948287 hasConcept C119857082 @default.
- W3207948287 hasConcept C144024400 @default.
- W3207948287 hasConcept C147037132 @default.
- W3207948287 hasConcept C153180895 @default.
- W3207948287 hasConcept C154945302 @default.
- W3207948287 hasConcept C165838908 @default.
- W3207948287 hasConcept C177264268 @default.
- W3207948287 hasConcept C199360897 @default.
- W3207948287 hasConcept C2524010 @default.
- W3207948287 hasConcept C2776321320 @default.
- W3207948287 hasConcept C2776760102 @default.
- W3207948287 hasConcept C2779304628 @default.
- W3207948287 hasConcept C28719098 @default.
- W3207948287 hasConcept C31510193 @default.
- W3207948287 hasConcept C33923547 @default.
- W3207948287 hasConcept C36289849 @default.
- W3207948287 hasConcept C41008148 @default.
- W3207948287 hasConcept C43126263 @default.
- W3207948287 hasConcept C4641261 @default.
- W3207948287 hasConcept C51632099 @default.
- W3207948287 hasConcept C63584917 @default.
- W3207948287 hasConcept C81669768 @default.
- W3207948287 hasConceptScore W3207948287C105795698 @default.
- W3207948287 hasConceptScore W3207948287C108583219 @default.
- W3207948287 hasConceptScore W3207948287C111919701 @default.
- W3207948287 hasConceptScore W3207948287C115961682 @default.
- W3207948287 hasConceptScore W3207948287C119857082 @default.
- W3207948287 hasConceptScore W3207948287C144024400 @default.
- W3207948287 hasConceptScore W3207948287C147037132 @default.
- W3207948287 hasConceptScore W3207948287C153180895 @default.
- W3207948287 hasConceptScore W3207948287C154945302 @default.
- W3207948287 hasConceptScore W3207948287C165838908 @default.
- W3207948287 hasConceptScore W3207948287C177264268 @default.
- W3207948287 hasConceptScore W3207948287C199360897 @default.
- W3207948287 hasConceptScore W3207948287C2524010 @default.
- W3207948287 hasConceptScore W3207948287C2776321320 @default.
- W3207948287 hasConceptScore W3207948287C2776760102 @default.
- W3207948287 hasConceptScore W3207948287C2779304628 @default.
- W3207948287 hasConceptScore W3207948287C28719098 @default.
- W3207948287 hasConceptScore W3207948287C31510193 @default.
- W3207948287 hasConceptScore W3207948287C33923547 @default.
- W3207948287 hasConceptScore W3207948287C36289849 @default.
- W3207948287 hasConceptScore W3207948287C41008148 @default.
- W3207948287 hasConceptScore W3207948287C43126263 @default.
- W3207948287 hasConceptScore W3207948287C4641261 @default.
- W3207948287 hasConceptScore W3207948287C51632099 @default.
- W3207948287 hasConceptScore W3207948287C63584917 @default.
- W3207948287 hasConceptScore W3207948287C81669768 @default.
- W3207948287 hasLocation W32079482871 @default.
- W3207948287 hasOpenAccess W3207948287 @default.
- W3207948287 hasPrimaryLocation W32079482871 @default.
- W3207948287 hasRelatedWork W2744438518 @default.
- W3207948287 hasRelatedWork W2804869193 @default.
- W3207948287 hasRelatedWork W2899777809 @default.
- W3207948287 hasRelatedWork W2913030595 @default.
- W3207948287 hasRelatedWork W2918288062 @default.
- W3207948287 hasRelatedWork W2961301154 @default.