FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3206408881> ?p ?o ?g. }

• W3206408881 endingPage "3582" @default.
• W3206408881 startingPage "3574" @default.
• W3206408881 abstract "Datasets for training crowd counting deep networks are typically heavy-tailed in count distribution and exhibit discontinuities across the count range. As a result, the de facto statistical measures (MSE, MAE) exhibit large variance and tend to be unreliable indicators of performance across the count range. To address these concerns in a holistic manner, we revise processes at various stages of the standard crowd counting pipeline. To enable principled and balanced minibatch sampling, we propose a novel smoothed Bayesian sample stratification approach. We propose a novel cost function which can be readily incorporated into existing crowd counting deep networks to encourage strata-aware optimization. We analyze the performance of representative crowd counting approaches across standard datasets at per strata level and in aggregate. We analyze the performance of crowd counting approaches across standard datasets and demonstrate that our proposed modifications noticeably reduce error standard deviation. Our contributions represent a nuanced, statistically balanced and fine-grained characterization of performance for crowd counting approaches." @default.
• W3206408881 created "2021-10-25" @default.
• W3206408881 creator A5005512454 @default.
• W3206408881 creator A5015649821 @default.
• W3206408881 creator A5031152327 @default.
• W3206408881 creator A5038936106 @default.
• W3206408881 creator A5089606464 @default.
• W3206408881 date "2021-10-17" @default.
• W3206408881 modified "2023-09-24" @default.
• W3206408881 title "Wisdom of (Binned) Crowds: A Bayesian Stratification Paradigm for Crowd Counting" @default.
• W3206408881 cites W2788040570 @default.
• W3206408881 cites W2914974653 @default.
• W3206408881 cites W2949162858 @default.
• W3206408881 cites W2949530574 @default.
• W3206408881 cites W2952888378 @default.
• W3206408881 cites W2966893608 @default.
• W3206408881 cites W2967069910 @default.
• W3206408881 cites W2967161970 @default.
• W3206408881 cites W3087861058 @default.
• W3206408881 cites W3097994591 @default.
• W3206408881 hasPublicationYear "2021" @default.
• W3206408881 type Work @default.
• W3206408881 sameAs 3206408881 @default.
• W3206408881 citedByCount "0" @default.
• W3206408881 crossrefType "proceedings-article" @default.
• W3206408881 hasAuthorship W3206408881A5005512454 @default.
• W3206408881 hasAuthorship W3206408881A5015649821 @default.
• W3206408881 hasAuthorship W3206408881A5031152327 @default.
• W3206408881 hasAuthorship W3206408881A5038936106 @default.
• W3206408881 hasAuthorship W3206408881A5089606464 @default.
• W3206408881 hasBestOaLocation W32064088811 @default.
• W3206408881 hasConcept C105795698 @default.
• W3206408881 hasConcept C107673813 @default.
• W3206408881 hasConcept C119857082 @default.
• W3206408881 hasConcept C121955636 @default.
• W3206408881 hasConcept C124101348 @default.
• W3206408881 hasConcept C136764020 @default.
• W3206408881 hasConcept C144133560 @default.
• W3206408881 hasConcept C154945302 @default.
• W3206408881 hasConcept C159985019 @default.
• W3206408881 hasConcept C192562407 @default.
• W3206408881 hasConcept C196083921 @default.
• W3206408881 hasConcept C199360897 @default.
• W3206408881 hasConcept C204323151 @default.
• W3206408881 hasConcept C22679943 @default.
• W3206408881 hasConcept C2777852691 @default.
• W3206408881 hasConcept C2993021520 @default.
• W3206408881 hasConcept C33923547 @default.
• W3206408881 hasConcept C38652104 @default.
• W3206408881 hasConcept C41008148 @default.
• W3206408881 hasConcept C43521106 @default.
• W3206408881 hasConcept C4679612 @default.
• W3206408881 hasConcept C62230096 @default.
• W3206408881 hasConceptScore W3206408881C105795698 @default.
• W3206408881 hasConceptScore W3206408881C107673813 @default.
• W3206408881 hasConceptScore W3206408881C119857082 @default.
• W3206408881 hasConceptScore W3206408881C121955636 @default.
• W3206408881 hasConceptScore W3206408881C124101348 @default.
• W3206408881 hasConceptScore W3206408881C136764020 @default.
• W3206408881 hasConceptScore W3206408881C144133560 @default.
• W3206408881 hasConceptScore W3206408881C154945302 @default.
• W3206408881 hasConceptScore W3206408881C159985019 @default.
• W3206408881 hasConceptScore W3206408881C192562407 @default.
• W3206408881 hasConceptScore W3206408881C196083921 @default.
• W3206408881 hasConceptScore W3206408881C199360897 @default.
• W3206408881 hasConceptScore W3206408881C204323151 @default.
• W3206408881 hasConceptScore W3206408881C22679943 @default.
• W3206408881 hasConceptScore W3206408881C2777852691 @default.
• W3206408881 hasConceptScore W3206408881C2993021520 @default.
• W3206408881 hasConceptScore W3206408881C33923547 @default.
• W3206408881 hasConceptScore W3206408881C38652104 @default.
• W3206408881 hasConceptScore W3206408881C41008148 @default.
• W3206408881 hasConceptScore W3206408881C43521106 @default.
• W3206408881 hasConceptScore W3206408881C4679612 @default.
• W3206408881 hasConceptScore W3206408881C62230096 @default.
• W3206408881 hasLocation W32064088811 @default.
• W3206408881 hasLocation W32064088812 @default.
• W3206408881 hasOpenAccess W3206408881 @default.
• W3206408881 hasPrimaryLocation W32064088811 @default.
• W3206408881 hasRelatedWork W2079563711 @default.
• W3206408881 hasRelatedWork W2317446365 @default.
• W3206408881 hasRelatedWork W2342632098 @default.
• W3206408881 hasRelatedWork W2810515291 @default.
• W3206408881 hasRelatedWork W2949197339 @default.
• W3206408881 hasRelatedWork W2966219198 @default.
• W3206408881 hasRelatedWork W2980918635 @default.
• W3206408881 hasRelatedWork W2981374076 @default.
• W3206408881 hasRelatedWork W2990246256 @default.
• W3206408881 hasRelatedWork W3014586399 @default.
• W3206408881 hasRelatedWork W3043506432 @default.
• W3206408881 hasRelatedWork W3099955943 @default.
• W3206408881 hasRelatedWork W3109546112 @default.
• W3206408881 hasRelatedWork W3118432192 @default.
• W3206408881 hasRelatedWork W3131643948 @default.
• W3206408881 hasRelatedWork W3135808354 @default.
• W3206408881 hasRelatedWork W3145545093 @default.
• W3206408881 hasRelatedWork W3171613114 @default.
• W3206408881 hasRelatedWork W3203109947 @default.

• next