Matches in SemOpenAlex for { <https://semopenalex.org/work/W4309442767> ?p ?o ?g. }
Showing items 1 to 71 of
71
with 100 items per page.
- W4309442767 endingPage "173" @default.
- W4309442767 startingPage "165" @default.
- W4309442767 abstract "Rapid coal-rock identification is one of the key technologies for intelligent and unmanned coal mining. Currently, the existing image recognition algorithms cannot satisfy practical needs in terms of recognition speed and accuracy. In view of the evident differences between coal and rock in visual attributes such as color, gloss and texture, the complete local binary pattern (CLBP) image feature descriptor is introduced for coal and rock image recognition. Given that the original algorithm oversimplifies local texture features by ignoring imaging information from higher-order pixels and the concave and convex areas between adjacent sampling points, this paper proposes a higher-order differential median CLBP image feature descriptor to replace the original CLBP center pixel gray with a local gray median, and replace the binary differential with a second-order differential. Meanwhile, for the high dimensionality of CLBP descriptor histogram and feature redundancy, deep learning perceptual field theory is introduced to realize data nonlinear dimensionality reduction and deep feature extraction. With relevant experiments conducted, the following conclusion can be drawn: (1) Compared with that of the original CLBP, the recognition accuracy of the improved CLBP algorithm is greatly improved and finally stabilized above 94.3% under strong noise interference; (2) Compared with that of the original CLBP model, the single image recognition time of the coal rock image recognition model fusing the improved CLBP and the receptive field theory is 0.0035 s, a reduction of 71.0%; compared with the improved CLBP model (without the fusion of receptive field theory), it can shorten the recognition time by 97.0%, but the accuracy rate still maintains more than 98.5%. The method offers a valuable technical reference for the fields of mineral development and deep mining." @default.
- W4309442767 created "2022-11-27" @default.
- W4309442767 creator A5007803202 @default.
- W4309442767 creator A5027096256 @default.
- W4309442767 creator A5046621815 @default.
- W4309442767 creator A5053263999 @default.
- W4309442767 creator A5089664304 @default.
- W4309442767 date "2022-11-20" @default.
- W4309442767 modified "2023-10-16" @default.
- W4309442767 title "Coal rock image recognition method based on improved CLBP and receptive field theory" @default.
- W4309442767 cites W2147141800 @default.
- W4309442767 cites W2769414301 @default.
- W4309442767 cites W3028306227 @default.
- W4309442767 cites W3085146338 @default.
- W4309442767 doi "https://doi.org/10.1002/dug2.12023" @default.
- W4309442767 hasPublicationYear "2022" @default.
- W4309442767 type Work @default.
- W4309442767 citedByCount "1" @default.
- W4309442767 countsByYear W43094427672023 @default.
- W4309442767 crossrefType "journal-article" @default.
- W4309442767 hasAuthorship W4309442767A5007803202 @default.
- W4309442767 hasAuthorship W4309442767A5027096256 @default.
- W4309442767 hasAuthorship W4309442767A5046621815 @default.
- W4309442767 hasAuthorship W4309442767A5053263999 @default.
- W4309442767 hasAuthorship W4309442767A5089664304 @default.
- W4309442767 hasBestOaLocation W43094427671 @default.
- W4309442767 hasConcept C115961682 @default.
- W4309442767 hasConcept C138885662 @default.
- W4309442767 hasConcept C153180895 @default.
- W4309442767 hasConcept C154945302 @default.
- W4309442767 hasConcept C160633673 @default.
- W4309442767 hasConcept C2776401178 @default.
- W4309442767 hasConcept C31972630 @default.
- W4309442767 hasConcept C41008148 @default.
- W4309442767 hasConcept C41895202 @default.
- W4309442767 hasConcept C52622490 @default.
- W4309442767 hasConcept C53533937 @default.
- W4309442767 hasConcept C87335442 @default.
- W4309442767 hasConceptScore W4309442767C115961682 @default.
- W4309442767 hasConceptScore W4309442767C138885662 @default.
- W4309442767 hasConceptScore W4309442767C153180895 @default.
- W4309442767 hasConceptScore W4309442767C154945302 @default.
- W4309442767 hasConceptScore W4309442767C160633673 @default.
- W4309442767 hasConceptScore W4309442767C2776401178 @default.
- W4309442767 hasConceptScore W4309442767C31972630 @default.
- W4309442767 hasConceptScore W4309442767C41008148 @default.
- W4309442767 hasConceptScore W4309442767C41895202 @default.
- W4309442767 hasConceptScore W4309442767C52622490 @default.
- W4309442767 hasConceptScore W4309442767C53533937 @default.
- W4309442767 hasConceptScore W4309442767C87335442 @default.
- W4309442767 hasFunder F4320326179 @default.
- W4309442767 hasIssue "2" @default.
- W4309442767 hasLocation W43094427671 @default.
- W4309442767 hasOpenAccess W4309442767 @default.
- W4309442767 hasPrimaryLocation W43094427671 @default.
- W4309442767 hasRelatedWork W132579780 @default.
- W4309442767 hasRelatedWork W1780126258 @default.
- W4309442767 hasRelatedWork W1965781815 @default.
- W4309442767 hasRelatedWork W1981015757 @default.
- W4309442767 hasRelatedWork W2020835926 @default.
- W4309442767 hasRelatedWork W2085553065 @default.
- W4309442767 hasRelatedWork W2396912247 @default.
- W4309442767 hasRelatedWork W2550539038 @default.
- W4309442767 hasRelatedWork W2752642517 @default.
- W4309442767 hasRelatedWork W3101572448 @default.
- W4309442767 hasVolume "1" @default.
- W4309442767 isParatext "false" @default.
- W4309442767 isRetracted "false" @default.
- W4309442767 workType "article" @default.