Deval Mehta

36 papers A* 1Journal 22Unranked 13
YearRankTypeTitle / Venue / Authors
2025 J jnl
Adaptive transformer modelling of density function for nonparametric survival analysis.
Mach. Learn.
Xin Zhang, Deval Mehta, Yanan Hu, Chao Zhu, David Darby, Zhen Yu, Daniel Merlo, Melissa Gresle, Anneke van der Walt, Helmut Butzkueven, Zongyuan Ge
2025 — conf
Enhancing Interpretable Image Classification Through LLM Agents and Conditional Concept Bottleneck Models.
ACL (1)
Yiwen Jiang, Deval Mehta, Wei Feng, Zongyuan Ge
2025 J jnl
Enhancing Interpretable Image Classification Through LLM Agents and Conditional Concept Bottleneck Models.
CoRR
Yiwen Jiang, Deval Mehta, Wei Feng, Zongyuan Ge
2025 — conf
Interpretable Few-Shot Retinal Disease Diagnosis with Concept-Guided Prompting of Vision-Language Models.
IPMI (2)
Deval Mehta, Yiwen Jiang, Catherine L. Jan, Mingguang He, Kshitij S. Jadhav, Zongyuan Ge
2025 J jnl
Interpretable Few-Shot Retinal Disease Diagnosis with Concept-Guided Prompting of Vision-Language Models.
CoRR
Deval Mehta, Yiwen Jiang, Catherine L. Jan, Mingguang He, Kshitij S. Jadhav, Zongyuan Ge
2025 — conf
Knowledge Tree Driven Contextualized Instruction Tuning of Foundation Models for Epilepsy Drug Recommendation.
MICCAI (6)
Duy Khoa Pham, Deval Mehta, Yiwen Jiang, Daniel Thom, Richard Shek-kwan Chang, Mohammad Nazem-Zadeh, Emma Foster, Timothy Fazio, Sarah Holper, Karin Verspoor, Jiahe Liu, Duong Nhu, Sarah Barnard, Terence J. O'Brien, Zhibin Chen, Jacqueline French, Patrick Kwan, Zongyuan Ge
2025 J jnl
M3CoL: Harnessing Shared Relations via Multimodal Mixup Contrastive Learning for Multimodal Classification.
Trans. Mach. Learn. Res.
Raja Kumar, Raghav Singhal, Pranamya Prashant Kulkarni, Deval Mehta, Kshitij Sharad Jadhav
2025 — conf
Privacy-Centric Seizure Detection Using Surface Normals, Pose and Segmentation Masks.
AI (2)
Kishore Gandhi Ponnambalam, Talha Ilyas, Shobi Sivathamboo, Zongyuan Ge, Patrick Kwan, Levin Kuhlmann, Deval Mehta
2025 — conf
Privacy-Centric Seizure Diagnosis via Relation-Aware Fusion of Minimally-Invasive Modalities.
AMAI@MICCAI
Talha Ilyas, Deval Mehta, Shobi Sivathamboo, Ilma Wijaya, Rob Steele, Hugh Simpson, Lyn Millist, Terence J. O'Brien, Patrick Kwan, Zongyuan Ge
2025 J jnl
Towards Objective Obstetric Ultrasound Assessment: Contrastive Representation Learning for Fetal Movement Detection.
CoRR
Talha Ilyas, Duong Nhu, Allison Thomas, Arie Levin, Lim Wei Yap, Shu Gong, David Vera Anaya, Yiwen Jiang, Deval Mehta, Ritesh Warty, Vinayak Smith, Maya Reddy, Euan Wallace, Wenlong Cheng, Zongyuan Ge, Faezeh Marzbanrad
2025 A* conf
WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification.
EMNLP
Yiwen Jiang, Deval Mehta, Siyuan Yan, Yaling Shen, Zimu Wang, Zongyuan Ge
2025 J jnl
WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification.
CoRR
Yiwen Jiang, Deval Mehta, Siyuan Yan, Yaling Shen, Zimu Wang, Zongyuan Ge
2024 J jnl
Adaptive Transformer Modelling of Density Function for Nonparametric Survival Analysis.
CoRR
Xin Zhang, Deval Mehta, Yanan Hu, Chao Zhu, David Darby, Zhen Yu, Daniel Merlo, Melissa Gresle, Anneke van der Walt, Helmut Butzkueven, Zongyuan Ge
2024 J jnl
Harnessing Shared Relations via Multimodal Mixup Contrastive Learning for Multimodal Classification.
CoRR
Raja Kumar, Raghav Singhal, Pranamya Prashant Kulkarni, Deval Mehta, Kshitij S. Jadhav
2024 J jnl
IMPROVE: Improving Medical Plausibility without Reliance on HumanValidation - An Enhanced Prototype-Guided Diffusion Framework.
CoRR
Anurag Shandilya, Swapnil Bhat, Akshat Gautam, Subhash Yadav, Siddharth Bhatt, Deval Mehta, Kshitij S. Jadhav
2024 — conf
One Shot GANs for Long Tail Problem in Skin Lesion Dataset Using Novel Content Space Assessment Metric.
ICPR (Workshops and Challenges, 5)
Kunal Deo, Deval Mehta, Kshitij S. Jadhav
2024 J jnl
One Shot GANs for Long Tail Problem in Skin Lesion Dataset using novel content space assessment metric.
CoRR
Kunal Deo, Deval Mehta, Kshitij S. Jadhav
2023 — conf
Deep Survival Analysis in Multiple Sclerosis.
PRIME@MICCAI
Xin Zhang, Deval Mehta, Chao Zhu, Daniel Merlo, Yanan Hu, Melissa Gresle, David Darby, Anneke van der Walt, Helmut Butzkueven, Zongyuan Ge
2023 J jnl
DeepActsNet: A deep ensemble framework combining features from face, hands, and body for action recognition.
Pattern Recognit.
Umar Asif, Deval Mehta, Stefan von Cavallar, Jianbin Tang, Stefan Harrer
2023 — conf
Privacy-Preserving Early Detection of Epileptic Seizures in Videos.
MICCAI (5)
Deval Mehta, Shobi Sivathamboo, Hugh Simpson, Patrick Kwan, Terence J. O'Brien, Zongyuan Ge
2023 J jnl
Privacy-preserving Early Detection of Epileptic Seizures in Videos.
CoRR
Deval Mehta, Shobi Sivathamboo, Hugh Simpson, Patrick Kwan, Terence J. O'Brien, Zongyuan Ge
2023 J jnl
Revamping AI Models in Dermatology: Overcoming Critical Challenges for Enhanced Skin Lesion Diagnosis.
CoRR
Deval Mehta, Brigid Betz-Stablein, Toàn D. Nguyên, Yaniv Gal, Adrian Bowling, Martin Haskett, Maithili Sashindranath, C. Paul Bonnington, Victoria Mar, H. Peter Soyer, Zongyuan Ge
2023 J jnl
TPMIL: Trainable Prototype Enhanced Multiple Instance Learning for Whole Slide Image Classification.
CoRR
Litao Yang, Deval Mehta, Sidong Liu, Dwarikanath Mahapatra, Antonio Di Ieva, Zongyuan Ge
2023 — conf
Trainable Prototype Enhanced Multiple Instance Learning for Whole Slide Image Classification.
MIDL
Litao Yang, Deval Mehta, Sidong Liu, Dwarikanath Mahapatra, Antonio Di Ieva, Zongyuan Ge
2022 — conf
Leukocyte Classification Using Multimodal Architecture Enhanced by Knowledge Distillation.
MOVI@MICCAI
Litao Yang, Deval Mehta, Dwarikanath Mahapatra, Zongyuan Ge
2022 J jnl
Leukocyte Classification using Multimodal Architecture Enhanced by Knowledge Distillation.
CoRR
Litao Yang, Deval Mehta, Dwarikanath Mahapatra, Zongyuan Ge
2022 J jnl
Multi-dimensional Racism Classification during COVID-19: Stigmatization, Offensiveness, Blame, and Exclusion.
CoRR
Xin Pei, Deval Mehta
2022 J jnl
Multidimensional racism classification during COVID-19: stigmatization, offensiveness, blame, and exclusion.
Soc. Netw. Anal. Min.
Xin Pei, Deval Mehta
2022 — conf
Out-of-Distribution Detection for Long-Tailed and Fine-Grained Skin Lesion Images.
MICCAI (1)
Deval Mehta, Yaniv Gal, Adrian Bowling, C. Paul Bonnington, Zongyuan Ge
2022 J jnl
Out-of-Distribution Detection for Long-tailed and Fine-grained Skin Lesion Images.
CoRR
Deval Mehta, Yaniv Gal, Adrian Bowling, C. Paul Bonnington, Zongyuan Ge
2021 — conf
Beyond a binary of (non)racist tweets: A four-dimensional categorical detection and analysis of racist and xenophobic opinions on Twitter in early Covid-19.
IEEE BigData
Xin Pei, Deval Mehta
2021 J jnl
Beyond a binary of (non)racist tweets: A four-dimensional categorical detection and analysis of racist and xenophobic opinions on Twitter in early Covid-19.
CoRR
Xin Pei, Deval Mehta
2021 — conf
Towards Automated and Marker-Less Parkinson Disease Assessment: Predicting UPDRS Scores Using Sit-Stand Videos.
CVPR Workshops
Deval Mehta, Umar Asif, Tian Hao, Erhan Bilal, Stefan von Cavallar, Stefan Harrer, Jeffrey L. Rogers
2021 J jnl
Towards Automated and Marker-less Parkinson Disease Assessment: Predicting UPDRS Scores using Sit-stand videos.
CoRR
Deval Mehta, Umar Asif, Tian Hao, Erhan Bilal, Stefan von Cavallar, Stefan Harrer, Jeffrey L. Rogers
2020 J jnl
#Coronavirus or #Chinesevirus?!: Understanding the negative sentiment reflected in Tweets with racist hashtags across the development of COVID-19.
CoRR
Xin Pei, Deval Mehta
2020 J jnl
DeepActsNet: Spatial and Motion features from Face, Hands, and Body Combined with Convolutional and Graph Networks for Improved Action Recognition.
CoRR
Umar Asif, Deval Mehta, Stefan von Cavallar, Jianbin Tang, Stefan Harrer