Matches in SemOpenAlex for { <https://semopenalex.org/work/W4383046875> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W4383046875 abstract "Object detection in 3D is a crucial aspect in the context of autonomous vehicles and drones. However, prototyping detection algorithms is time-consuming and costly in terms of energy and environmental impact. To address these challenges, one can check the effectiveness of different models by training on a subset of the original training set. In this paper, we present a comparison of three algorithms for selecting such a subset - random sampling, random per class sampling, and our proposed MONSPeC (Maximum Object Number Sampling per Class). We provide empirical evidence for the superior effectiveness of random per class sampling and MONSPeC over basic random sampling. By replacing random sampling with one of the more efficient algorithms, the results obtained on the subset are more likely to transfer to the results on the entire dataset. The code is available at: https://github.com/vision-agh/monspec." @default.
- W4383046875 created "2023-07-04" @default.
- W4383046875 creator A5005086061 @default.
- W4383046875 creator A5079604407 @default.
- W4383046875 date "2023-06-30" @default.
- W4383046875 modified "2023-09-26" @default.
- W4383046875 title "Comparative study of subset selection methods for rapid prototyping of 3D object detection algorithms" @default.
- W4383046875 doi "https://doi.org/10.48550/arxiv.2306.17551" @default.
- W4383046875 hasPublicationYear "2023" @default.
- W4383046875 type Work @default.
- W4383046875 citedByCount "0" @default.
- W4383046875 crossrefType "posted-content" @default.
- W4383046875 hasAuthorship W4383046875A5005086061 @default.
- W4383046875 hasAuthorship W4383046875A5079604407 @default.
- W4383046875 hasBestOaLocation W43830468751 @default.
- W4383046875 hasConcept C105795698 @default.
- W4383046875 hasConcept C106131492 @default.
- W4383046875 hasConcept C107673813 @default.
- W4383046875 hasConcept C11413529 @default.
- W4383046875 hasConcept C119857082 @default.
- W4383046875 hasConcept C124101348 @default.
- W4383046875 hasConcept C140779682 @default.
- W4383046875 hasConcept C151730666 @default.
- W4383046875 hasConcept C154945302 @default.
- W4383046875 hasConcept C158424031 @default.
- W4383046875 hasConcept C177264268 @default.
- W4383046875 hasConcept C199360897 @default.
- W4383046875 hasConcept C2776760102 @default.
- W4383046875 hasConcept C2777212361 @default.
- W4383046875 hasConcept C2779343474 @default.
- W4383046875 hasConcept C2781238097 @default.
- W4383046875 hasConcept C31972630 @default.
- W4383046875 hasConcept C33923547 @default.
- W4383046875 hasConcept C41008148 @default.
- W4383046875 hasConcept C49898467 @default.
- W4383046875 hasConcept C81917197 @default.
- W4383046875 hasConcept C86803240 @default.
- W4383046875 hasConceptScore W4383046875C105795698 @default.
- W4383046875 hasConceptScore W4383046875C106131492 @default.
- W4383046875 hasConceptScore W4383046875C107673813 @default.
- W4383046875 hasConceptScore W4383046875C11413529 @default.
- W4383046875 hasConceptScore W4383046875C119857082 @default.
- W4383046875 hasConceptScore W4383046875C124101348 @default.
- W4383046875 hasConceptScore W4383046875C140779682 @default.
- W4383046875 hasConceptScore W4383046875C151730666 @default.
- W4383046875 hasConceptScore W4383046875C154945302 @default.
- W4383046875 hasConceptScore W4383046875C158424031 @default.
- W4383046875 hasConceptScore W4383046875C177264268 @default.
- W4383046875 hasConceptScore W4383046875C199360897 @default.
- W4383046875 hasConceptScore W4383046875C2776760102 @default.
- W4383046875 hasConceptScore W4383046875C2777212361 @default.
- W4383046875 hasConceptScore W4383046875C2779343474 @default.
- W4383046875 hasConceptScore W4383046875C2781238097 @default.
- W4383046875 hasConceptScore W4383046875C31972630 @default.
- W4383046875 hasConceptScore W4383046875C33923547 @default.
- W4383046875 hasConceptScore W4383046875C41008148 @default.
- W4383046875 hasConceptScore W4383046875C49898467 @default.
- W4383046875 hasConceptScore W4383046875C81917197 @default.
- W4383046875 hasConceptScore W4383046875C86803240 @default.
- W4383046875 hasLocation W43830468751 @default.
- W4383046875 hasOpenAccess W4383046875 @default.
- W4383046875 hasPrimaryLocation W43830468751 @default.
- W4383046875 hasRelatedWork W1880294444 @default.
- W4383046875 hasRelatedWork W1984321944 @default.
- W4383046875 hasRelatedWork W1989082658 @default.
- W4383046875 hasRelatedWork W2018154207 @default.
- W4383046875 hasRelatedWork W2149728204 @default.
- W4383046875 hasRelatedWork W2224367206 @default.
- W4383046875 hasRelatedWork W2356149660 @default.
- W4383046875 hasRelatedWork W2385027770 @default.
- W4383046875 hasRelatedWork W3014090928 @default.
- W4383046875 hasRelatedWork W4225307033 @default.
- W4383046875 isParatext "false" @default.
- W4383046875 isRetracted "false" @default.
- W4383046875 workType "article" @default.