Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386838472> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W4386838472 endingPage "3916" @default.
- W4386838472 startingPage "3916" @default.
- W4386838472 abstract "Masks cover most areas of the face, resulting in a serious loss of facial identity information; thus, how to alleviate or eliminate the negative impact of occlusion is a significant problem in the field of unconstrained face recognition. Inspired by the successful application of attention mechanisms and capsule networks in computer vision, we propose ECA-Inception-Resnet-Caps, which is a novel framework based on Inception-Resnet-v1 for learning discriminative face features in unconstrained mask-wearing conditions. Firstly, Squeeze-and-Excitation (SE) modules and Efficient Channel Attention (ECA) modules are applied to Inception-Resnet-v1 to increase the attention on unoccluded face areas, which is used to eliminate the negative impact of occlusion during feature extraction. Secondly, the effects of the two attention mechanisms on the different modules in Inception-Resnet-v1 are compared and analyzed, which is the foundation for further constructing the ECA-Inception-Resnet-Caps framework. Finally, ECA-Inception-Resnet-Caps is obtained by improving Inception-Resnet-v1 with capsule modules, which is explored to increase the interpretability and generalization of the model after reducing the negative impact of occlusion. The experimental results demonstrate that both attention mechanisms and the capsule network can effectively enhance the performance of Inception-Resnet-v1 for face recognition in occlusion tasks, with the ECA-Inception-Resnet-Caps model being the most effective, achieving an accuracy of 94.32%, which is 1.42% better than the baseline model." @default.
- W4386838472 created "2023-09-19" @default.
- W4386838472 creator A5047734595 @default.
- W4386838472 creator A5061171063 @default.
- W4386838472 creator A5083549596 @default.
- W4386838472 date "2023-09-17" @default.
- W4386838472 modified "2023-09-26" @default.
- W4386838472 title "Attention-Mechanism-Based Models for Unconstrained Face Recognition with Mask Occlusion" @default.
- W4386838472 cites W2097117768 @default.
- W4386838472 cites W2618530766 @default.
- W4386838472 cites W2752782242 @default.
- W4386838472 cites W2964350391 @default.
- W4386838472 cites W2972858693 @default.
- W4386838472 cites W3010052540 @default.
- W4386838472 cites W3014825368 @default.
- W4386838472 cites W3034552520 @default.
- W4386838472 cites W3082398528 @default.
- W4386838472 cites W3093217433 @default.
- W4386838472 cites W3101998545 @default.
- W4386838472 cites W3112230602 @default.
- W4386838472 cites W3112696837 @default.
- W4386838472 cites W3128406261 @default.
- W4386838472 cites W3144035815 @default.
- W4386838472 cites W3191841357 @default.
- W4386838472 cites W3210988591 @default.
- W4386838472 cites W3217054029 @default.
- W4386838472 cites W3217154667 @default.
- W4386838472 doi "https://doi.org/10.3390/electronics12183916" @default.
- W4386838472 hasPublicationYear "2023" @default.
- W4386838472 type Work @default.
- W4386838472 citedByCount "0" @default.
- W4386838472 crossrefType "journal-article" @default.
- W4386838472 hasAuthorship W4386838472A5047734595 @default.
- W4386838472 hasAuthorship W4386838472A5061171063 @default.
- W4386838472 hasAuthorship W4386838472A5083549596 @default.
- W4386838472 hasBestOaLocation W43868384721 @default.
- W4386838472 hasConcept C134306372 @default.
- W4386838472 hasConcept C138885662 @default.
- W4386838472 hasConcept C144024400 @default.
- W4386838472 hasConcept C153180895 @default.
- W4386838472 hasConcept C154945302 @default.
- W4386838472 hasConcept C177148314 @default.
- W4386838472 hasConcept C2776401178 @default.
- W4386838472 hasConcept C2779304628 @default.
- W4386838472 hasConcept C2781067378 @default.
- W4386838472 hasConcept C31510193 @default.
- W4386838472 hasConcept C33923547 @default.
- W4386838472 hasConcept C36289849 @default.
- W4386838472 hasConcept C41008148 @default.
- W4386838472 hasConcept C41895202 @default.
- W4386838472 hasConcept C97931131 @default.
- W4386838472 hasConceptScore W4386838472C134306372 @default.
- W4386838472 hasConceptScore W4386838472C138885662 @default.
- W4386838472 hasConceptScore W4386838472C144024400 @default.
- W4386838472 hasConceptScore W4386838472C153180895 @default.
- W4386838472 hasConceptScore W4386838472C154945302 @default.
- W4386838472 hasConceptScore W4386838472C177148314 @default.
- W4386838472 hasConceptScore W4386838472C2776401178 @default.
- W4386838472 hasConceptScore W4386838472C2779304628 @default.
- W4386838472 hasConceptScore W4386838472C2781067378 @default.
- W4386838472 hasConceptScore W4386838472C31510193 @default.
- W4386838472 hasConceptScore W4386838472C33923547 @default.
- W4386838472 hasConceptScore W4386838472C36289849 @default.
- W4386838472 hasConceptScore W4386838472C41008148 @default.
- W4386838472 hasConceptScore W4386838472C41895202 @default.
- W4386838472 hasConceptScore W4386838472C97931131 @default.
- W4386838472 hasIssue "18" @default.
- W4386838472 hasLocation W43868384721 @default.
- W4386838472 hasOpenAccess W4386838472 @default.
- W4386838472 hasPrimaryLocation W43868384721 @default.
- W4386838472 hasRelatedWork W1844323538 @default.
- W4386838472 hasRelatedWork W2049862374 @default.
- W4386838472 hasRelatedWork W2061273563 @default.
- W4386838472 hasRelatedWork W2136485282 @default.
- W4386838472 hasRelatedWork W2353840448 @default.
- W4386838472 hasRelatedWork W2507989420 @default.
- W4386838472 hasRelatedWork W2546871836 @default.
- W4386838472 hasRelatedWork W2806866760 @default.
- W4386838472 hasRelatedWork W2970216048 @default.
- W4386838472 hasRelatedWork W2084028263 @default.
- W4386838472 hasVolume "12" @default.
- W4386838472 isParatext "false" @default.
- W4386838472 isRetracted "false" @default.
- W4386838472 workType "article" @default.