1 citations · 1 across the 3 of their papers we have counts for
4 papers
Learning Group Actions In Disentangled Latent Image Representations
Farhana Hossain Swarnali, Miaomiao Zhang, Tonmoy Hossain
Modeling group actions on latent representations enables controllable transformations of high-dimensional image data. Prior works applying group-theoretic priors or modeling transf…
CoRLD: Contrastive Representation Learning Of Deformable Shapes In Images
Tonmoy Hossain, Miaomiao Zhang
Deformable shape representations, parameterized by deformations relative to a given template, have proven effective for improved image analysis tasks. However, their broader applic…
TPIE: Topology-Preserved Image Editing With Text Instructions
Nivetha Jayakumar, Srivardhan Reddy Gadila, Tonmoy Hossain +2
Preserving topological structures is important in real-world applications, particularly in sensitive domains such as healthcare and medicine, where the correctness of human anatomy…
Invariant Shape Representation Learning For Image Classification
Tonmoy Hossain, Jing Ma, Jundong Li +1
Geometric shape features have been widely used as strong predictors for image classification. Nevertheless, most existing classifiers such as deep neural networks (DNNs) directly l…