FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386076045> ?p ?o ?g. }

• W4386076045 abstract "Self-supervised facial representation has recently attracted increasing attention due to its ability to perform face understanding without relying on large-scale annotated datasets heavily. However, analytically, current contrastive-based self-supervised learning (SSL) still performs unsatisfactorily for learning facial representation. More specifically, existing contrastive learning (CL) tends to learn pose-invariant features that cannot depict the pose details of faces, compromising the learning performance. To conquer the above limitation of CL, we propose a novel Pose-disentangled Contrastive Learning (PCL) method for general self-supervised facial representation. Our PCL first devises a pose-disentangled decoder (PDD) with a delicately designed orthogonalizing regulation, which disentangles the pose-related features from the face-aware features; therefore, pose-related and other pose-unrelated facial information could be performed in individual subnetworks and do not affect each other's training. Furthermore, we introduce a pose-related contrastive learning scheme that learns pose-related information based on data augmentation of the same image, which would deliver more effective face-aware representation for various downstream tasks. We conducted linear evaluation on four challenging downstream facial understanding tasks, i.e., facial expression recognition, face recognition, AU detection and head pose estimation. Experimental results demonstrate that PCL significantly outperforms cuttingedge SSL methods. Our Code is available at https://github.com/DreamMr/PCL." @default.
• W4386076045 created "2023-08-23" @default.
• W4386076045 creator A5008091677 @default.
• W4386076045 creator A5010895370 @default.
• W4386076045 creator A5054464310 @default.
• W4386076045 creator A5056493143 @default.
• W4386076045 creator A5074672983 @default.
• W4386076045 creator A5087631945 @default.
• W4386076045 date "2023-06-01" @default.
• W4386076045 modified "2023-09-26" @default.
• W4386076045 title "Pose-disentangled Contrastive Learning for Self-supervised Facial Representation" @default.
• W4386076045 cites W2045472600 @default.
• W4386076045 cites W2075688085 @default.
• W4386076045 cites W2161969291 @default.
• W4386076045 cites W2163352848 @default.
• W4386076045 cites W2185948909 @default.
• W4386076045 cites W2194775991 @default.
• W4386076045 cites W2421475762 @default.
• W4386076045 cites W2558661413 @default.
• W4386076045 cites W2589142773 @default.
• W4386076045 cites W2654265299 @default.
• W4386076045 cites W2738672149 @default.
• W4386076045 cites W2744909235 @default.
• W4386076045 cites W2798545058 @default.
• W4386076045 cites W2807725536 @default.
• W4386076045 cites W2932012013 @default.
• W4386076045 cites W2948303854 @default.
• W4386076045 cites W2962897020 @default.
• W4386076045 cites W2963430933 @default.
• W4386076045 cites W2964014798 @default.
• W4386076045 cites W2969985801 @default.
• W4386076045 cites W3034998639 @default.
• W4386076045 cites W3035524453 @default.
• W4386076045 cites W3044955494 @default.
• W4386076045 cites W3093051361 @default.
• W4386076045 cites W3101614002 @default.
• W4386076045 cites W3112543474 @default.
• W4386076045 cites W3128661784 @default.
• W4386076045 cites W3171007011 @default.
• W4386076045 cites W3176780013 @default.
• W4386076045 cites W3182117591 @default.
• W4386076045 cites W3193719728 @default.
• W4386076045 cites W3195286673 @default.
• W4386076045 cites W3201916717 @default.
• W4386076045 cites W4229507706 @default.
• W4386076045 cites W4312239024 @default.
• W4386076045 cites W4313039766 @default.
• W4386076045 cites W4313130906 @default.
• W4386076045 cites W4318980730 @default.
• W4386076045 doi "https://doi.org/10.1109/cvpr52729.2023.00937" @default.
• W4386076045 hasPublicationYear "2023" @default.
• W4386076045 type Work @default.
• W4386076045 citedByCount "0" @default.
• W4386076045 crossrefType "proceedings-article" @default.
• W4386076045 hasAuthorship W4386076045A5008091677 @default.
• W4386076045 hasAuthorship W4386076045A5010895370 @default.
• W4386076045 hasAuthorship W4386076045A5054464310 @default.
• W4386076045 hasAuthorship W4386076045A5056493143 @default.
• W4386076045 hasAuthorship W4386076045A5074672983 @default.
• W4386076045 hasAuthorship W4386076045A5087631945 @default.
• W4386076045 hasConcept C119857082 @default.
• W4386076045 hasConcept C144024400 @default.
• W4386076045 hasConcept C153180895 @default.
• W4386076045 hasConcept C154945302 @default.
• W4386076045 hasConcept C17744445 @default.
• W4386076045 hasConcept C195704467 @default.
• W4386076045 hasConcept C199539241 @default.
• W4386076045 hasConcept C2776359362 @default.
• W4386076045 hasConcept C2779304628 @default.
• W4386076045 hasConcept C31510193 @default.
• W4386076045 hasConcept C31972630 @default.
• W4386076045 hasConcept C36289849 @default.
• W4386076045 hasConcept C41008148 @default.
• W4386076045 hasConcept C4641261 @default.
• W4386076045 hasConcept C52102323 @default.
• W4386076045 hasConcept C59404180 @default.
• W4386076045 hasConcept C88799230 @default.
• W4386076045 hasConcept C94625758 @default.
• W4386076045 hasConceptScore W4386076045C119857082 @default.
• W4386076045 hasConceptScore W4386076045C144024400 @default.
• W4386076045 hasConceptScore W4386076045C153180895 @default.
• W4386076045 hasConceptScore W4386076045C154945302 @default.
• W4386076045 hasConceptScore W4386076045C17744445 @default.
• W4386076045 hasConceptScore W4386076045C195704467 @default.
• W4386076045 hasConceptScore W4386076045C199539241 @default.
• W4386076045 hasConceptScore W4386076045C2776359362 @default.
• W4386076045 hasConceptScore W4386076045C2779304628 @default.
• W4386076045 hasConceptScore W4386076045C31510193 @default.
• W4386076045 hasConceptScore W4386076045C31972630 @default.
• W4386076045 hasConceptScore W4386076045C36289849 @default.
• W4386076045 hasConceptScore W4386076045C41008148 @default.
• W4386076045 hasConceptScore W4386076045C4641261 @default.
• W4386076045 hasConceptScore W4386076045C52102323 @default.
• W4386076045 hasConceptScore W4386076045C59404180 @default.
• W4386076045 hasConceptScore W4386076045C88799230 @default.
• W4386076045 hasConceptScore W4386076045C94625758 @default.
• W4386076045 hasLocation W43860760451 @default.
• W4386076045 hasOpenAccess W4386076045 @default.
• W4386076045 hasPrimaryLocation W43860760451 @default.
• W4386076045 hasRelatedWork W1540444031 @default.

• next