Results 61 to 70 of about 16,577 (195)
Preventing posterior collapse in variational autoencoders for text generation via decoder regularization [PDF]
Variational autoencoders trained to minimize the reconstruction error are sensitive to the posterior collapse problem, that is the proposal posterior distribution is always equal to the prior. We propose a novel regularization method based on fraternal dropout to prevent posterior collapse.
arxiv
Identification of Genetic Variants Causing Paediatric Cataract in Myanmar
Up to 60% of children with cataract in Myanmar have a causative variant in a known cataract gene. This is a similar rate to other populations screened to date, but highlights that there are more cataract genes left to identify. ABSTRACT Genetic testing for paediatric cataract detects a cause in 50%–70% of affected children but is as low as 20% in some ...
Johanna L. Jones+16 more
wiley +1 more source
IID Sampling from Doubly Intractable Distributions [PDF]
Intractable posterior distributions of parameters with intractable normalizing constants depending upon the parameters are known as doubly intractable posterior distributions. The terminology itself indicates that obtaining Bayesian inference from such posteriors is doubly difficult compared to traditional intractable posteriors where the normalizing ...
arxiv
Microphthalmia with multiple ocular abnormalities in a foal
Abstract Objective The aim of this report was to provide a clinical description and clinical, ultrasonographic, and histologic images of a foal with microphthalmia and multiple ocular abnormalities. Animals Studied A 12‐h old Friesian‐American Paint Horse crossbred filly presented for blindness, microphthalmia and marked ventral strabismus in both eyes.
Peter W. Cho+4 more
wiley +1 more source
Objective: To compare the morphological and quantitative changes in pathological myopia (PM) and the perioperative changes in posterior scleral reinforcement (PSR) using three-dimensional magnetic resonance images (3D MRI).Methods: A total of 49 patients
Lin Liu+7 more
doaj +1 more source
Abstract The surgical reconstruction of severe corneal ulcers is a common and crucial component of the clinical practice of veterinary ophthalmology. Numerous surgical techniques are used in dogs for corneal reconstruction, and these techniques may be categorized by the material used to repair the corneal lesion.
Eric C. Ledbetter+2 more
wiley +1 more source
A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors [PDF]
The distribution of the weights of modern deep neural networks (DNNs) - crucial for uncertainty quantification and robustness - is an eminently complex object due to its extremely high dimensionality. This paper proposes one of the first large-scale explorations of the posterior distribution of deep Bayesian Neural Networks (BNNs), expanding its study ...
arxiv
Staphyloma-related chorioretinal folds
Purpose: To report a case of bilateral idiopathic chorioretinal folds that seemed to be related to an atypical staphyloma. Observations: A 49-year old man without medical history consulted for slight vision loss and metamorphopsia in the left eye.
Audrey Giocanti-Auregan+4 more
doaj
Objective. To observe the fellow eye in patients undergoing surgery on one eye for treating myopic traction maculopathy. Methods. 99 fellow eyes of consecutive patients who underwent unilateral surgery to treat MTM were retrospectively evaluated.
Hui-Juan Xia+7 more
doaj +1 more source