Matches in SemOpenAlex for { <https://semopenalex.org/work/W2904384376> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W2904384376 abstract "Object detection is a major problem in computer vision. Recently, deep neural architectures have shown a dramatic boost in performance, but they are often too slow and burdensome for embedded and real-time applications such as video surveillance. In this paper, we describe a new object detection architecture that is faster than state-of-the-art detectors while improving the performance of small mobile models. Moreover, we apply this new architecture into the problem of vehicle detection, which is central to traffic surveillance systems. In more detail, our architecture uses an efficient backbone network in MobileNetV2, whose building blocks consist of depthwise convolutional layers. On top of this network, we build a feature pyramid using separable layers so that the model can detect objects at many scales. We train this network with smooth localization loss and weighted softmax loss in tandem with hard negative mining. Both training and test sets are built from recorded videos of Ho Chi Minh and Da Nang traffic or selected from DETRAC dataset. The experimental results show that our proposed solution can still achieve an mAP of 75% on the test set while using only around 3.4 million parameters and running at 100ms per image on a cheap machine." @default.
- W2904384376 created "2018-12-22" @default.
- W2904384376 creator A5001181682 @default.
- W2904384376 creator A5040335961 @default.
- W2904384376 creator A5077750122 @default.
- W2904384376 date "2018-01-01" @default.
- W2904384376 modified "2023-09-24" @default.
- W2904384376 title "Mobile multi-scale vehicle detector and its application in traffic surveillance" @default.
- W2904384376 cites W1536680647 @default.
- W2904384376 cites W2031489346 @default.
- W2904384376 cites W2108598243 @default.
- W2904384376 cites W2141461755 @default.
- W2904384376 cites W2161969291 @default.
- W2904384376 cites W2164598857 @default.
- W2904384376 cites W2183182206 @default.
- W2904384376 cites W2194775991 @default.
- W2904384376 cites W2963037989 @default.
- W2904384376 cites W2963150697 @default.
- W2904384376 cites W2963163009 @default.
- W2904384376 cites W2963626522 @default.
- W2904384376 doi "https://doi.org/10.1145/3287921.3287957" @default.
- W2904384376 hasPublicationYear "2018" @default.
- W2904384376 type Work @default.
- W2904384376 sameAs 2904384376 @default.
- W2904384376 citedByCount "0" @default.
- W2904384376 crossrefType "proceedings-article" @default.
- W2904384376 hasAuthorship W2904384376A5001181682 @default.
- W2904384376 hasAuthorship W2904384376A5040335961 @default.
- W2904384376 hasAuthorship W2904384376A5077750122 @default.
- W2904384376 hasConcept C108583219 @default.
- W2904384376 hasConcept C120665830 @default.
- W2904384376 hasConcept C121332964 @default.
- W2904384376 hasConcept C138885662 @default.
- W2904384376 hasConcept C142575187 @default.
- W2904384376 hasConcept C153180895 @default.
- W2904384376 hasConcept C154945302 @default.
- W2904384376 hasConcept C188441871 @default.
- W2904384376 hasConcept C193415008 @default.
- W2904384376 hasConcept C2776151529 @default.
- W2904384376 hasConcept C2776401178 @default.
- W2904384376 hasConcept C31258907 @default.
- W2904384376 hasConcept C31395832 @default.
- W2904384376 hasConcept C31972630 @default.
- W2904384376 hasConcept C41008148 @default.
- W2904384376 hasConcept C41895202 @default.
- W2904384376 hasConcept C52622490 @default.
- W2904384376 hasConcept C76155785 @default.
- W2904384376 hasConcept C79403827 @default.
- W2904384376 hasConcept C81363708 @default.
- W2904384376 hasConcept C94915269 @default.
- W2904384376 hasConceptScore W2904384376C108583219 @default.
- W2904384376 hasConceptScore W2904384376C120665830 @default.
- W2904384376 hasConceptScore W2904384376C121332964 @default.
- W2904384376 hasConceptScore W2904384376C138885662 @default.
- W2904384376 hasConceptScore W2904384376C142575187 @default.
- W2904384376 hasConceptScore W2904384376C153180895 @default.
- W2904384376 hasConceptScore W2904384376C154945302 @default.
- W2904384376 hasConceptScore W2904384376C188441871 @default.
- W2904384376 hasConceptScore W2904384376C193415008 @default.
- W2904384376 hasConceptScore W2904384376C2776151529 @default.
- W2904384376 hasConceptScore W2904384376C2776401178 @default.
- W2904384376 hasConceptScore W2904384376C31258907 @default.
- W2904384376 hasConceptScore W2904384376C31395832 @default.
- W2904384376 hasConceptScore W2904384376C31972630 @default.
- W2904384376 hasConceptScore W2904384376C41008148 @default.
- W2904384376 hasConceptScore W2904384376C41895202 @default.
- W2904384376 hasConceptScore W2904384376C52622490 @default.
- W2904384376 hasConceptScore W2904384376C76155785 @default.
- W2904384376 hasConceptScore W2904384376C79403827 @default.
- W2904384376 hasConceptScore W2904384376C81363708 @default.
- W2904384376 hasConceptScore W2904384376C94915269 @default.
- W2904384376 hasLocation W29043843761 @default.
- W2904384376 hasOpenAccess W2904384376 @default.
- W2904384376 hasPrimaryLocation W29043843761 @default.
- W2904384376 hasRelatedWork W2546578269 @default.
- W2904384376 hasRelatedWork W2783651194 @default.
- W2904384376 hasRelatedWork W2844606858 @default.
- W2904384376 hasRelatedWork W2899526967 @default.
- W2904384376 hasRelatedWork W2912203113 @default.
- W2904384376 hasRelatedWork W2948535054 @default.
- W2904384376 hasRelatedWork W2958435308 @default.
- W2904384376 hasRelatedWork W2963923206 @default.
- W2904384376 hasRelatedWork W2970543326 @default.
- W2904384376 hasRelatedWork W2989883169 @default.
- W2904384376 hasRelatedWork W2990715699 @default.
- W2904384376 hasRelatedWork W3005631365 @default.
- W2904384376 hasRelatedWork W3022720926 @default.
- W2904384376 hasRelatedWork W3038592394 @default.
- W2904384376 hasRelatedWork W3041941534 @default.
- W2904384376 hasRelatedWork W3109550395 @default.
- W2904384376 hasRelatedWork W3120557619 @default.
- W2904384376 hasRelatedWork W3121025355 @default.
- W2904384376 hasRelatedWork W3127917938 @default.
- W2904384376 hasRelatedWork W3128018007 @default.
- W2904384376 isParatext "false" @default.
- W2904384376 isRetracted "false" @default.
- W2904384376 magId "2904384376" @default.
- W2904384376 workType "article" @default.