Matches in SemOpenAlex for { <https://semopenalex.org/work/W2932082746> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W2932082746 abstract "Most of the current state-of-the-art frameworks for cross-season visual place recognition (CS-VPR) focus on domain adaptation (DA) to a single specific season. From the viewpoint of long-term CS-VPR, such frameworks do not scale well to sequential multiple domains (e.g., spring - summer - autumn - winter - ... ). The goal of this study is to develop a novel long-term ensemble learning (LEL) framework that allows for a constant cost retraining in long-term sequential-multi-domain CS-VPR (SMD-VPR), which only requires the memorization of a small constant number of deep convolutional neural networks (CNNs) and can retrain the CNN ensemble of every season at a small constant time/space cost. We frame our task as the multi-teacher multi-student knowledge distillation (MTMS-KD), which recursively compresses all the previous season's knowledge into a current CNN ensemble. We further address the issue of teacher-student-assignment (TSA) to achieve a good generalization/specialization tradeoff. Experimental results on SMD-VPR tasks validate the efficacy of the proposed approach." @default.
- W2932082746 created "2019-04-11" @default.
- W2932082746 creator A5007423029 @default.
- W2932082746 creator A5083535763 @default.
- W2932082746 date "2019-04-07" @default.
- W2932082746 modified "2023-09-27" @default.
- W2932082746 title "Long-Term Vehicle Localization by Recursive Knowledge Distillation" @default.
- W2932082746 cites W1522301498 @default.
- W2932082746 cites W2110405746 @default.
- W2932082746 cites W2163605009 @default.
- W2932082746 cites W2335829695 @default.
- W2932082746 cites W2508418541 @default.
- W2932082746 cites W2883823472 @default.
- W2932082746 cites W2895046241 @default.
- W2932082746 cites W2904243882 @default.
- W2932082746 cites W612478963 @default.
- W2932082746 hasPublicationYear "2019" @default.
- W2932082746 type Work @default.
- W2932082746 sameAs 2932082746 @default.
- W2932082746 citedByCount "0" @default.
- W2932082746 crossrefType "posted-content" @default.
- W2932082746 hasAuthorship W2932082746A5007423029 @default.
- W2932082746 hasAuthorship W2932082746A5083535763 @default.
- W2932082746 hasConcept C11413529 @default.
- W2932082746 hasConcept C119857082 @default.
- W2932082746 hasConcept C121332964 @default.
- W2932082746 hasConcept C127413603 @default.
- W2932082746 hasConcept C134306372 @default.
- W2932082746 hasConcept C145420912 @default.
- W2932082746 hasConcept C154945302 @default.
- W2932082746 hasConcept C173608175 @default.
- W2932082746 hasConcept C177148314 @default.
- W2932082746 hasConcept C199360897 @default.
- W2932082746 hasConcept C201995342 @default.
- W2932082746 hasConcept C2777027219 @default.
- W2932082746 hasConcept C2780451532 @default.
- W2932082746 hasConcept C30038468 @default.
- W2932082746 hasConcept C33923547 @default.
- W2932082746 hasConcept C36503486 @default.
- W2932082746 hasConcept C3826847 @default.
- W2932082746 hasConcept C41008148 @default.
- W2932082746 hasConcept C61797465 @default.
- W2932082746 hasConcept C62520636 @default.
- W2932082746 hasConcept C81363708 @default.
- W2932082746 hasConceptScore W2932082746C11413529 @default.
- W2932082746 hasConceptScore W2932082746C119857082 @default.
- W2932082746 hasConceptScore W2932082746C121332964 @default.
- W2932082746 hasConceptScore W2932082746C127413603 @default.
- W2932082746 hasConceptScore W2932082746C134306372 @default.
- W2932082746 hasConceptScore W2932082746C145420912 @default.
- W2932082746 hasConceptScore W2932082746C154945302 @default.
- W2932082746 hasConceptScore W2932082746C173608175 @default.
- W2932082746 hasConceptScore W2932082746C177148314 @default.
- W2932082746 hasConceptScore W2932082746C199360897 @default.
- W2932082746 hasConceptScore W2932082746C201995342 @default.
- W2932082746 hasConceptScore W2932082746C2777027219 @default.
- W2932082746 hasConceptScore W2932082746C2780451532 @default.
- W2932082746 hasConceptScore W2932082746C30038468 @default.
- W2932082746 hasConceptScore W2932082746C33923547 @default.
- W2932082746 hasConceptScore W2932082746C36503486 @default.
- W2932082746 hasConceptScore W2932082746C3826847 @default.
- W2932082746 hasConceptScore W2932082746C41008148 @default.
- W2932082746 hasConceptScore W2932082746C61797465 @default.
- W2932082746 hasConceptScore W2932082746C62520636 @default.
- W2932082746 hasConceptScore W2932082746C81363708 @default.
- W2932082746 hasLocation W29320827461 @default.
- W2932082746 hasOpenAccess W2932082746 @default.
- W2932082746 hasPrimaryLocation W29320827461 @default.
- W2932082746 hasRelatedWork W2548899748 @default.
- W2932082746 hasRelatedWork W2574654862 @default.
- W2932082746 hasRelatedWork W2581650043 @default.
- W2932082746 hasRelatedWork W2605177561 @default.
- W2932082746 hasRelatedWork W2769858569 @default.
- W2932082746 hasRelatedWork W2782132573 @default.
- W2932082746 hasRelatedWork W2791521493 @default.
- W2932082746 hasRelatedWork W2803777992 @default.
- W2932082746 hasRelatedWork W2883919314 @default.
- W2932082746 hasRelatedWork W2905297247 @default.
- W2932082746 hasRelatedWork W2911640609 @default.
- W2932082746 hasRelatedWork W2963136565 @default.
- W2932082746 hasRelatedWork W2964289395 @default.
- W2932082746 hasRelatedWork W2991479749 @default.
- W2932082746 hasRelatedWork W3006757851 @default.
- W2932082746 hasRelatedWork W3015359939 @default.
- W2932082746 hasRelatedWork W3034722444 @default.
- W2932082746 hasRelatedWork W3036733515 @default.
- W2932082746 hasRelatedWork W3166767227 @default.
- W2932082746 hasRelatedWork W3189371322 @default.
- W2932082746 isParatext "false" @default.
- W2932082746 isRetracted "false" @default.
- W2932082746 magId "2932082746" @default.
- W2932082746 workType "article" @default.