FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386071994> ?p ?o ?g. }

• W4386071994 abstract "The missing modality issue is critical but non-trivial to be solved by multi-modal models. Current methods aiming to handle the missing modality problem in multi-modal tasks, either deal with missing modalities only during evaluation or train separate models to handle specific missing modality settings. In addition, these models are designed for specific tasks, so for example, classification models are not easily adapted to segmentation tasks and vice versa. In this paper, we propose the Shared-Specific Feature Modelling (ShaSpec) method that is considerably simpler and more effective than competing approaches that address the issues above. ShaSpec is designed to take advantage of all available input modalities during training and evaluation by learning shared and specific features to better represent the input data. This is achieved from a strategy that relies on auxiliary tasks based on distribution alignment and domain classification, in addition to a residual feature fusion procedure. Also, the design simplicity of ShaSpec enables its easy adaptation to multiple tasks, such as classification and segmentation. Experiments are conducted on both medical image segmentation and computer vision classification, with results indicating that ShaSpec outperforms competing methods by a large margin. For instance, on BraTS2018, ShaSpec improves the SOTA by more than 3% for enhancing tumour, 5% for tumour core and 3% for whole tumour. <sup xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>1</sup> <sup xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>1</sup> This work received funding from the Australian Government the through Medical Research Futures Fund: Primary Health Care Research Data Infrastructure Grant 2020 and from Endometriosis Australia. G.C. was supported by Australian Research Council through grant FT190100525." @default.
• W4386071994 created "2023-08-23" @default.
• W4386071994 creator A5029215323 @default.
• W4386071994 creator A5036455193 @default.
• W4386071994 creator A5052220949 @default.
• W4386071994 creator A5052912720 @default.
• W4386071994 creator A5058617327 @default.
• W4386071994 creator A5079344414 @default.
• W4386071994 date "2023-06-01" @default.
• W4386071994 modified "2023-10-01" @default.
• W4386071994 title "Multi-Modal Learning with Missing Modality via Shared-Specific Feature Modelling" @default.
• W4386071994 cites W1641498739 @default.
• W4386071994 cites W2112796928 @default.
• W4386071994 cites W2152772232 @default.
• W4386071994 cites W2502805798 @default.
• W4386071994 cites W2588822028 @default.
• W4386071994 cites W2767044624 @default.
• W4386071994 cites W2891977434 @default.
• W4386071994 cites W2938744788 @default.
• W4386071994 cites W2962678076 @default.
• W4386071994 cites W2964159641 @default.
• W4386071994 cites W2979787545 @default.
• W4386071994 cites W2996945478 @default.
• W4386071994 cites W3006634967 @default.
• W4386071994 cites W3096831136 @default.
• W4386071994 cites W3109380382 @default.
• W4386071994 cites W3170088426 @default.
• W4386071994 cites W3176404283 @default.
• W4386071994 cites W3203976604 @default.
• W4386071994 cites W3214554068 @default.
• W4386071994 cites W4214718130 @default.
• W4386071994 cites W4295938041 @default.
• W4386071994 cites W4312327205 @default.
• W4386071994 doi "https://doi.org/10.1109/cvpr52729.2023.01524" @default.
• W4386071994 hasPublicationYear "2023" @default.
• W4386071994 type Work @default.
• W4386071994 citedByCount "0" @default.
• W4386071994 crossrefType "proceedings-article" @default.
• W4386071994 hasAuthorship W4386071994A5029215323 @default.
• W4386071994 hasAuthorship W4386071994A5036455193 @default.
• W4386071994 hasAuthorship W4386071994A5052220949 @default.
• W4386071994 hasAuthorship W4386071994A5052912720 @default.
• W4386071994 hasAuthorship W4386071994A5058617327 @default.
• W4386071994 hasAuthorship W4386071994A5079344414 @default.
• W4386071994 hasConcept C119857082 @default.
• W4386071994 hasConcept C124101348 @default.
• W4386071994 hasConcept C134306372 @default.
• W4386071994 hasConcept C138885662 @default.
• W4386071994 hasConcept C144024400 @default.
• W4386071994 hasConcept C153180895 @default.
• W4386071994 hasConcept C154945302 @default.
• W4386071994 hasConcept C185592680 @default.
• W4386071994 hasConcept C188027245 @default.
• W4386071994 hasConcept C2776401178 @default.
• W4386071994 hasConcept C2779903281 @default.
• W4386071994 hasConcept C2780226545 @default.
• W4386071994 hasConcept C33923547 @default.
• W4386071994 hasConcept C36289849 @default.
• W4386071994 hasConcept C36503486 @default.
• W4386071994 hasConcept C41008148 @default.
• W4386071994 hasConcept C41895202 @default.
• W4386071994 hasConcept C71139939 @default.
• W4386071994 hasConcept C774472 @default.
• W4386071994 hasConcept C89600930 @default.
• W4386071994 hasConcept C9357733 @default.
• W4386071994 hasConceptScore W4386071994C119857082 @default.
• W4386071994 hasConceptScore W4386071994C124101348 @default.
• W4386071994 hasConceptScore W4386071994C134306372 @default.
• W4386071994 hasConceptScore W4386071994C138885662 @default.
• W4386071994 hasConceptScore W4386071994C144024400 @default.
• W4386071994 hasConceptScore W4386071994C153180895 @default.
• W4386071994 hasConceptScore W4386071994C154945302 @default.
• W4386071994 hasConceptScore W4386071994C185592680 @default.
• W4386071994 hasConceptScore W4386071994C188027245 @default.
• W4386071994 hasConceptScore W4386071994C2776401178 @default.
• W4386071994 hasConceptScore W4386071994C2779903281 @default.
• W4386071994 hasConceptScore W4386071994C2780226545 @default.
• W4386071994 hasConceptScore W4386071994C33923547 @default.
• W4386071994 hasConceptScore W4386071994C36289849 @default.
• W4386071994 hasConceptScore W4386071994C36503486 @default.
• W4386071994 hasConceptScore W4386071994C41008148 @default.
• W4386071994 hasConceptScore W4386071994C41895202 @default.
• W4386071994 hasConceptScore W4386071994C71139939 @default.
• W4386071994 hasConceptScore W4386071994C774472 @default.
• W4386071994 hasConceptScore W4386071994C89600930 @default.
• W4386071994 hasConceptScore W4386071994C9357733 @default.
• W4386071994 hasFunder F4320334704 @default.
• W4386071994 hasLocation W43860719941 @default.
• W4386071994 hasOpenAccess W4386071994 @default.
• W4386071994 hasPrimaryLocation W43860719941 @default.
• W4386071994 hasRelatedWork W2474574787 @default.
• W4386071994 hasRelatedWork W2949074159 @default.
• W4386071994 hasRelatedWork W2952745240 @default.
• W4386071994 hasRelatedWork W3142456083 @default.
• W4386071994 hasRelatedWork W3198037411 @default.
• W4386071994 hasRelatedWork W4225369406 @default.
• W4386071994 hasRelatedWork W4298715519 @default.
• W4386071994 hasRelatedWork W4301143707 @default.
• W4386071994 hasRelatedWork W4304193542 @default.
• W4386071994 hasRelatedWork W4306353150 @default.

• next