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11/30/2021
CO-SNE: Dimensionality Reduction and Visualization for Hyperbolic Data
Hyperbolic space can embed tree metric with little distortion, a desirab...
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08/27/2021
High Fidelity Deep Learning-based MRI Reconstruction with Instance-wise Discriminative Feature Matching Loss
Purpose: To improve reconstruction fidelity of fine structures and textu...
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10/22/2020
Unsupervised deep learning for grading of age-related macular degeneration using retinal fundus images
Many diseases are classified based on human-defined rubrics that are pro...
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06/22/2020
C-SURE: Shrinkage Estimator and Prototype Classifier for Complex-Valued Deep Learning
The James-Stein (JS) shrinkage estimator is a biased estimator that capt...
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06/14/2020
BatVision with GCC-PHAT Features for Better Sound to Vision Predictions
Inspired by sophisticated echolocation abilities found in nature, we tra...
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12/15/2019
BatVision: Learning to See 3D Spatial Layout with Two Ears
Virtual camera images showing the correct layout of a space ahead can be...
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10/18/2019
Surreal: Complex-Valued Deep Learning as Principled Transformations on a Rotational Lie Group
Complex-valued deep learning has attracted increasing attention in recen...
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09/18/2019
An Unpaired Sketch-to-Photo Translation Model
Sketch-based image synthesis aims to generate a photo image given a sket...
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05/31/2018
Semantic Analysis of (Reflectional) Visual Symmetry: A Human-Centred Computational Model for Declarative Explainability
We present a computational framework for the semantic interpretation of ...
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05/05/2018
