49 research outputs found
ADRMX: Additive Disentanglement of Domain Features with Remix Loss
The common assumption that train and test sets follow similar distributions
is often violated in deployment settings. Given multiple source domains, domain
generalization aims to create robust models capable of generalizing to new
unseen domains. To this end, most of existing studies focus on extracting
domain invariant features across the available source domains in order to
mitigate the effects of inter-domain distributional changes. However, this
approach may limit the model's generalization capacity by relying solely on
finding common features among the source domains. It overlooks the potential
presence of domain-specific characteristics that could be prevalent in a subset
of domains, potentially containing valuable information. In this work, a novel
architecture named Additive Disentanglement of Domain Features with Remix Loss
(ADRMX) is presented, which addresses this limitation by incorporating domain
variant features together with the domain invariant ones using an original
additive disentanglement strategy. Moreover, a new data augmentation technique
is introduced to further support the generalization capacity of ADRMX, where
samples from different domains are mixed within the latent space. Through
extensive experiments conducted on DomainBed under fair conditions, ADRMX is
shown to achieve state-of-the-art performance. Code will be made available at
GitHub after the revision process
Catastrophes during video-assisted thoracoscopic thymus surgery for myasthenia gravis
OBJECTIVES: Several series have demonstrated that video-assisted thoracoscopic (VAT) thymectomy is feasible and safe. However, VAT thymectomy is an operation that could invite catastrophes, such as major vascular injuries. We aimed to analyse the events and define the management and outcomes of these serious complications
Accumulation of F-18 FDG in the infected pulmonary cyst in a patient with hydatid disease
Echinococcosis is endemic in certain parts of the world, including Turkey. When the pulmonary cyst has characteristic features, it can be easily diagnosed, but when the appearance changes as a result of complications, the cyst may resemble a malignant lesion. We presented a complicated pulmonary hydatid disease patient who was referred to our department for PET-CT, after the detection of 2 lung lesions
Long-term results of bilateral endoscopic thoracic sympathectomy for palmar and axillary hyperhidrosis: an eight-year experience
Background: This study aims to evaluate the long-term results of endoscopic thoracic sympathectomy (ETS) in patients who are refractory to medical treatment and are operated due to palmar and axillary hyperhidrosis which severely affect their social life
Pulmonary sublobar resections in pediatric patients
Background: This study aims to evaluate the outcomes of pulmonary sublobar resection in pediatric patients