6 documents found, page 1 of 1
Feature Selection for Privileged Modalities in Disease Classification
Zhang, Winston; Turkestani, Najla Al; Bianchi, Jonas [UNESP]; Le, Celia; Deleat-Besson, Romain; Ruellas, Antonio; Cevidanes, Lucia; Yatabe, MariliaMade available in DSpace on 2022-04-28T19:46:32Z (GMT). No. of bitstreams: 0 Previous issue date: 2021-01-01; Multimodal data allows supervised learning while considering multiple complementary views of a problem, improving final diagnostic performance of trained models. Data modalities that are missing or difficult to obtain in clinical situations can still be incorporated into model training using the learnin...
3D Auto-Segmentation of Mandibular Condyles
Brosset, Serge; Dumont, Maxime; Bianchi, Jonas [UNESP]; Ruellas, Antonio; Cevidanes, Lucia; Yatabe, Marilia; Goncalves, Joao [UNESP]; Benavides, ErikaMade available in DSpace on 2022-04-28T19:29:20Z (GMT). No. of bitstreams: 0 Previous issue date: 2020-07-01; Temporomandibular joints (TMJ) like a hinge connect the jawbone to the skull. TMJ disorders could cause pain in the jaw joint and the muscles controlling jaw movement. However, the disease cannot be diagnosed until it becomes symptomatic. It has been shown that bone resorption at the condyle articular s...
Automatic Segmentation of Mandibular Ramus and Condyles
Le, Celia; Deleat-Besson, Romain; Prieto, Juan; Brosset, Serge; Dumont, Maxime; Zhang, Winston; Cevidanes, Lucia; Bianchi, Jonas; Ruellas, AntonioMade available in DSpace on 2022-04-28T19:49:20Z (GMT). No. of bitstreams: 0 Previous issue date: 2021-01-01; In order to diagnose TMJ pathologies, we developed and tested a novel algorithm, MandSeg, that combines image processing and machine learning approaches for automatically segmenting the mandibular condyles and ramus. A deep neural network based on the U-Net architecture was trained for this task, using ...
Temporomandibular Joint Osteoarthritis Diagnosis Using Privileged Learning of P...
Zhang, Winston; Bianchi, Jonas [UNESP]; Turkestani, Najla Al; Le, Celia; Deleat-Besson, Romain; Ruellas, Antonio; Cevidanes, Lucia; Yatabe, MariliaMade available in DSpace on 2022-04-28T19:49:23Z (GMT). No. of bitstreams: 0 Previous issue date: 2021-01-01; Diagnosis of temporomandibular joint (TMJ) Osteoarthritis (OA) before serious degradation of cartilage and subchondral bone occurs can help prevent chronic pain and disability. Clinical, radiomic, and protein markers collected from TMJ OA patients have been shown to be predictive of OA onset. Since prot...
3D Auto-Segmentation of Mandibular Condyles
Brosset, Serge; Dumont, Maxime; Bianchi, Jonas [UNESP]; Ruellas, Antonio; Cevidanes, Lucia; Yatabe, Marilia; Goncalves, Joao [UNESP]; Benavides, ErikaMade available in DSpace on 2021-06-25T11:52:19Z (GMT). No. of bitstreams: 0 Previous issue date: 2020-01-01; NIDCR; Temporomandibular joints (TMJ) like a hinge connect the jawbone to the skull. TMJ disorders could cause pain in the jaw joint and the muscles controlling jaw movement. However, the disease cannot be diagnosed until it becomes symptomatic. It has been shown that bone resorption at the condyle arti...
Osteoarthritis of the Temporomandibular Joint can be diagnosed earlier using bi...
Bianchi, Jonas [UNESP]; de Oliveira Ruellas, Antônio Carlos; Gonçalves, João Roberto [UNESP]; Paniagua, Beatriz; Prieto, Juan Carlos; Styner, MartinMade available in DSpace on 2020-12-12T02:41:07Z (GMT). No. of bitstreams: 0 Previous issue date: 2020-12-01; After chronic low back pain, Temporomandibular Joint (TMJ) disorders are the second most common musculoskeletal condition affecting 5 to 12% of the population, with an annual health cost estimated at $4 billion. Chronic disability in TMJ osteoarthritis (OA) increases with aging, and the main goal is to ...