Saumya Gupta
7 papers · 2022–2025 · 4 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (15) π£ Hot Topic Early Bird π₯ Mega-Team Β· Legion
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The Questioner
Venues
Top co-authors
Research topics
Keywords
topological data analysis
(2)
diffusion model
(2)
domain generalization
(1)
medical imaging
(1)
data augmentation
(1)
multimodal learning
(1)
medical image segmentation
(1)
out-of-distribution generalization
(1)
persistent homology
(1)
cell detection
(1)
backdoor attack
(1)
vision-language model
(1)
uncertainty estimation
(1)
computed tomography
(1)
student model
(1)
betti number
(1)
out-of-distribution data
(1)
histopathology image
(1)
digital pathology
(1)
teacher model
(1)
Papers
Backdooring Vision-Language Models with Out-Of-Distribution Data
ICLR 2025
TopoCellGen: Generating Histopathology Cell Topology with a Diffusion Model
CVPR 2025
TopoDiffusionNet: A Topology-aware Diffusion Model
ICLR 2025
Semi-supervised Segmentation of Histopathology Images with Noise-Aware Topological Consistency
ECCV 2024
Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation?
NeurIPS 2024
Topology-Aware Uncertainty for Image Segmentation
NeurIPS 2023
Learning Topological Interactions for Multi-Class Medical Image Segmentation
ECCV 2022