Sumit Chopra
13 papers · 1999–2025 · 8 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (21) 🏃 Academic Marathon · Ultra 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird
🌱
Topic Pioneer
🧭
Keyword Pioneer
🏆
Keyword Champion
📈
Trend Setter
💎
Century Club · Bronze
🚀
Conference Pioneer
Top co-authors
Research topics
Machine Learning
(7)
Deep Learning
(6)
Computer Vision
(4)
Artificial Intelligence
(3)
Models
(3)
Application Areas
(2)
Architectures
(2)
Core AI · Artificial Intelligence
(2)
Core Methods
(2)
Domain-Specific
(2)
Learning Types
(2)
Optimization & Theory
(2)
Healthcare & Medicine
(1)
Clinical
(1)
Core AI · Computer Vision
(1)
Keywords
multimodal learning
(2)
medical imaging
(2)
sparse representation
(1)
self-supervised learning
(1)
data augmentation
(1)
batch normalization
(1)
image reconstruction
(1)
policy learning
(1)
image translation
(1)
visual representation
(1)
deep learning
(1)
adaptive sampling
(1)
overcomplete features
(1)
distribution shift
(1)
disease detection
(1)
generative model
(1)
convolutional neural network
(1)
convolutional network
(1)
energy-based model
(1)
generative adversarial network
(1)
Papers
DIMCIM: A Quantitative Evaluation Framework for Default-mode Diversity and Generalization in Text-to-Image Generative Models
ICCV 2025
Harnessing Side Information for Highly Accelerated MRI
MICCAI 2025
Adaptive Sampling of k-Space in Magnetic Resonance for Rapid Pathology Prediction
ICML 2024
Jointly Modeling Inter- & Intra-Modality Dependencies for Multi-modal Learning
NeurIPS 2024
On Sensitivity and Robustness of Normalization Schemes to Input Distribution Shifts in Automatic MR Image Diagnosis
MIDL 2023
Radiology Reports Improve Visual Representations Learned from Radiographs
MIDL 2023
Generative Image Translation for Data Augmentation of Bone Lesion Pathology
MIDL 2019
Abstractive Sentence Summarization with Attentive Recurrent Neural Networks
NAACL 2016
A Neural Attention Model for Abstractive Sentence Summarization
EMNLP 2015
Question Answering with Subgraph Embeddings
EMNLP 2014
#TagSpace: Semantic Embeddings from Hashtags
EMNLP 2014
Efficient Learning of Sparse Representations with an Energy-Based Model
NeurIPS 2006
A Unified Energy-Based Framework for Unsupervised Learning
AISTATS 1999