Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385801095> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W4385801095 abstract "The use of helmets is essential for motorcyclists' safety, but non-compliance with helmet rules remains a common issue. In this study, we extend the frontier of AI video analytic technologies for detecting violations of helmet rules among motorcyclists. Our method can handle highly challenging conditions for traditional methods, including occlusions, fast vehicle movement, shadows, large viewing angles, poor illumination and weather conditions. We adopt the widely used YOLOv7 object detector and develop a first baseline using YOLOv7-E6E. We further develop two improved versions, namely YOLOv7-CBAM and YOLOv7-SimAM that better address the challenges. Experiments are performed on the 2023 AI City Challenge Track 5 contest benchmark. Evaluation on the 100 test videos of the contest demonstrates the effectiveness of our approach. The baseline YOLOv7-E6E model trained with image size 1920 achieves 0.6112 mAP. The YOLOv7-CBAM achieves 0.6389 mAP, and YOLOv7-SimAM achieves 0.6422 mAP, where both are trained with image size 1280. These models rank sixth, fifth, and fourth on the public leaderboard, respectively, which outperforms over 36 global participating teams. The code for our models is available at: https://github.com/cmtsai2023/AICITY2023_Track5_DVHRM." @default.
- W4385801095 created "2023-08-15" @default.
- W4385801095 creator A5007240491 @default.
- W4385801095 creator A5009758719 @default.
- W4385801095 creator A5012638803 @default.
- W4385801095 creator A5025036542 @default.
- W4385801095 creator A5033429934 @default.
- W4385801095 creator A5080899738 @default.
- W4385801095 creator A5088489364 @default.
- W4385801095 date "2023-06-01" @default.
- W4385801095 modified "2023-10-16" @default.
- W4385801095 title "Video Analytics for Detecting Motorcyclist Helmet Rule Violations" @default.
- W4385801095 cites W2549635795 @default.
- W4385801095 cites W2953400329 @default.
- W4385801095 cites W2964241181 @default.
- W4385801095 cites W3138516171 @default.
- W4385801095 cites W3159003737 @default.
- W4385801095 cites W3173253524 @default.
- W4385801095 cites W3209002923 @default.
- W4385801095 cites W4285221100 @default.
- W4385801095 cites W4292794149 @default.
- W4385801095 cites W4306412001 @default.
- W4385801095 cites W4311789669 @default.
- W4385801095 doi "https://doi.org/10.1109/cvprw59228.2023.00566" @default.
- W4385801095 hasPublicationYear "2023" @default.
- W4385801095 type Work @default.
- W4385801095 citedByCount "1" @default.
- W4385801095 countsByYear W43858010952023 @default.
- W4385801095 crossrefType "proceedings-article" @default.
- W4385801095 hasAuthorship W4385801095A5007240491 @default.
- W4385801095 hasAuthorship W4385801095A5009758719 @default.
- W4385801095 hasAuthorship W4385801095A5012638803 @default.
- W4385801095 hasAuthorship W4385801095A5025036542 @default.
- W4385801095 hasAuthorship W4385801095A5033429934 @default.
- W4385801095 hasAuthorship W4385801095A5080899738 @default.
- W4385801095 hasAuthorship W4385801095A5088489364 @default.
- W4385801095 hasConcept C111368507 @default.
- W4385801095 hasConcept C114614502 @default.
- W4385801095 hasConcept C12725497 @default.
- W4385801095 hasConcept C127313418 @default.
- W4385801095 hasConcept C153180895 @default.
- W4385801095 hasConcept C154945302 @default.
- W4385801095 hasConcept C164226766 @default.
- W4385801095 hasConcept C17744445 @default.
- W4385801095 hasConcept C185798385 @default.
- W4385801095 hasConcept C199539241 @default.
- W4385801095 hasConcept C205649164 @default.
- W4385801095 hasConcept C2776151529 @default.
- W4385801095 hasConcept C2777582232 @default.
- W4385801095 hasConcept C31972630 @default.
- W4385801095 hasConcept C33923547 @default.
- W4385801095 hasConcept C41008148 @default.
- W4385801095 hasConcept C58640448 @default.
- W4385801095 hasConcept C77088390 @default.
- W4385801095 hasConcept C79158427 @default.
- W4385801095 hasConceptScore W4385801095C111368507 @default.
- W4385801095 hasConceptScore W4385801095C114614502 @default.
- W4385801095 hasConceptScore W4385801095C12725497 @default.
- W4385801095 hasConceptScore W4385801095C127313418 @default.
- W4385801095 hasConceptScore W4385801095C153180895 @default.
- W4385801095 hasConceptScore W4385801095C154945302 @default.
- W4385801095 hasConceptScore W4385801095C164226766 @default.
- W4385801095 hasConceptScore W4385801095C17744445 @default.
- W4385801095 hasConceptScore W4385801095C185798385 @default.
- W4385801095 hasConceptScore W4385801095C199539241 @default.
- W4385801095 hasConceptScore W4385801095C205649164 @default.
- W4385801095 hasConceptScore W4385801095C2776151529 @default.
- W4385801095 hasConceptScore W4385801095C2777582232 @default.
- W4385801095 hasConceptScore W4385801095C31972630 @default.
- W4385801095 hasConceptScore W4385801095C33923547 @default.
- W4385801095 hasConceptScore W4385801095C41008148 @default.
- W4385801095 hasConceptScore W4385801095C58640448 @default.
- W4385801095 hasConceptScore W4385801095C77088390 @default.
- W4385801095 hasConceptScore W4385801095C79158427 @default.
- W4385801095 hasFunder F4320309618 @default.
- W4385801095 hasLocation W43858010951 @default.
- W4385801095 hasOpenAccess W4385801095 @default.
- W4385801095 hasPrimaryLocation W43858010951 @default.
- W4385801095 hasRelatedWork W1497101000 @default.
- W4385801095 hasRelatedWork W2095705906 @default.
- W4385801095 hasRelatedWork W2754428891 @default.
- W4385801095 hasRelatedWork W2782964878 @default.
- W4385801095 hasRelatedWork W2922421953 @default.
- W4385801095 hasRelatedWork W2980691083 @default.
- W4385801095 hasRelatedWork W3002270006 @default.
- W4385801095 hasRelatedWork W3046346900 @default.
- W4385801095 hasRelatedWork W4281560450 @default.
- W4385801095 hasRelatedWork W4287991909 @default.
- W4385801095 isParatext "false" @default.
- W4385801095 isRetracted "false" @default.
- W4385801095 workType "article" @default.