Matches in SemOpenAlex for { <https://semopenalex.org/work/W4378945472> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W4378945472 abstract "Supervised and semi-supervised semantic segmentation algorithms require significant amount of annotated data to achieve a good performance. In many situations, the data is either not available or the annotation is expensive. The objective of this work is to show that by incorporating domain knowledge along with deep learning architectures, we can achieve similar performance with less data. We have used publicly available crack segmentation datasets and shown that selecting the input images using knowledge can significantly boost the performance of deep-learning based architectures. Our proposed approaches have many fold advantages such as low annotation and training cost, and less energy consumption. We have measured the performance of our algorithm quantitatively in terms of mean intersection over union (mIoU) and F score. Our algorithms, developed with 23% of the overall data; have a similar performance on the test data and significantly better performance on multiple blind datasets." @default.
- W4378945472 created "2023-06-01" @default.
- W4378945472 creator A5001535704 @default.
- W4378945472 creator A5046196341 @default.
- W4378945472 date "2023-05-30" @default.
- W4378945472 modified "2023-09-29" @default.
- W4378945472 title "TrueDeep: A systematic approach of crack detection with less data" @default.
- W4378945472 doi "https://doi.org/10.48550/arxiv.2305.19088" @default.
- W4378945472 hasPublicationYear "2023" @default.
- W4378945472 type Work @default.
- W4378945472 citedByCount "0" @default.
- W4378945472 crossrefType "posted-content" @default.
- W4378945472 hasAuthorship W4378945472A5001535704 @default.
- W4378945472 hasAuthorship W4378945472A5046196341 @default.
- W4378945472 hasBestOaLocation W43789454721 @default.
- W4378945472 hasConcept C119857082 @default.
- W4378945472 hasConcept C124101348 @default.
- W4378945472 hasConcept C127413603 @default.
- W4378945472 hasConcept C134306372 @default.
- W4378945472 hasConcept C146978453 @default.
- W4378945472 hasConcept C153180895 @default.
- W4378945472 hasConcept C154945302 @default.
- W4378945472 hasConcept C16910744 @default.
- W4378945472 hasConcept C199360897 @default.
- W4378945472 hasConcept C207685749 @default.
- W4378945472 hasConcept C2776145971 @default.
- W4378945472 hasConcept C2776321320 @default.
- W4378945472 hasConcept C33923547 @default.
- W4378945472 hasConcept C36503486 @default.
- W4378945472 hasConcept C41008148 @default.
- W4378945472 hasConcept C64543145 @default.
- W4378945472 hasConcept C89600930 @default.
- W4378945472 hasConceptScore W4378945472C119857082 @default.
- W4378945472 hasConceptScore W4378945472C124101348 @default.
- W4378945472 hasConceptScore W4378945472C127413603 @default.
- W4378945472 hasConceptScore W4378945472C134306372 @default.
- W4378945472 hasConceptScore W4378945472C146978453 @default.
- W4378945472 hasConceptScore W4378945472C153180895 @default.
- W4378945472 hasConceptScore W4378945472C154945302 @default.
- W4378945472 hasConceptScore W4378945472C16910744 @default.
- W4378945472 hasConceptScore W4378945472C199360897 @default.
- W4378945472 hasConceptScore W4378945472C207685749 @default.
- W4378945472 hasConceptScore W4378945472C2776145971 @default.
- W4378945472 hasConceptScore W4378945472C2776321320 @default.
- W4378945472 hasConceptScore W4378945472C33923547 @default.
- W4378945472 hasConceptScore W4378945472C36503486 @default.
- W4378945472 hasConceptScore W4378945472C41008148 @default.
- W4378945472 hasConceptScore W4378945472C64543145 @default.
- W4378945472 hasConceptScore W4378945472C89600930 @default.
- W4378945472 hasLocation W43789454721 @default.
- W4378945472 hasOpenAccess W4378945472 @default.
- W4378945472 hasPrimaryLocation W43789454721 @default.
- W4378945472 hasRelatedWork W1839843306 @default.
- W4378945472 hasRelatedWork W2083196438 @default.
- W4378945472 hasRelatedWork W2510758617 @default.
- W4378945472 hasRelatedWork W2897195263 @default.
- W4378945472 hasRelatedWork W3211707307 @default.
- W4378945472 hasRelatedWork W4206076898 @default.
- W4378945472 hasRelatedWork W4226361678 @default.
- W4378945472 hasRelatedWork W4226401448 @default.
- W4378945472 hasRelatedWork W4287818295 @default.
- W4378945472 hasRelatedWork W4312018023 @default.
- W4378945472 isParatext "false" @default.
- W4378945472 isRetracted "false" @default.
- W4378945472 workType "article" @default.