Monika Janda

According to our database, Monika Janda authored at least 12 papers between 2014 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of three.

2026

A Vision-Language Foundation Model for Zero-shot Clinical Collaboration and Automated Concept Discovery in Dermatology.

Siyuan Yan, Xieji Li, Dan Mo, Philipp Tschandl, Yiwen Jiang, Zhonghua Wang, Ming Hu, Lie Ju, Cristina Vico-Alonso, Yizhen Zheng, Jiahe Liu, Juexiao Zhou, Camilla Chello, Jen G. Cheung, Julien Anriot, Luc Thomas, Clare Primiero, Gin Tan, Aik Beng Ng, Simon See, Xiaoying Tang, Albert Ip, Xiaoyang Liao, Adrian Bowling, Martin Haskett, Shuang Zhao, Monika Janda, H. Peter Soyer, Victoria Mar, Harald Kittler, Zongyuan Ge

CoRR, February, 2026

2025

Multi-Aspect Knowledge-Enhanced Medical Vision-Language Pretraining with Multi-Agent Data Generation.

Xieji Li, Siyuan Yan, Yingsheng Liu, H. Peter Soyer, Monika Janda, Victoria Mar, Zongyuan Ge

CoRR, December, 2025

Supporting Data-Frame Dynamics in AI-assisted Decision Making.

Chengbo Zheng, Tim Miller, Alina Bialkowski, H. Peter Soyer, Monika Janda

CoRR, April, 2025

Prompt-Driven Latent Domain Generalization for Medical Image Classification.

Siyuan Yan, Zhen Yu, Chi Liu, Lie Ju, Dwarikanath Mahapatra, Brigid Betz-Stablein, Victoria Mar, Monika Janda, H. Peter Soyer, Zongyuan Ge

IEEE Trans. Medical Imaging, January, 2025

2024

A General-Purpose Multimodal Foundation Model for Dermatology.

Siyuan Yan, Zhen Yu, Clare Primiero, Cristina Vico-Alonso, Zhonghua Wang, Litao Yang, Philipp Tschandl, Ming Hu, Gin Tan, Vincent Tang, Aik Beng Ng, David Powell, C. Paul Bonnington, Simon See, Monika Janda, Victoria Mar, Harald Kittler, H. Peter Soyer, Zongyuan Ge

CoRR, 2024

2023

Application of Machine Learning in Melanoma Detection and the Identification of 'Ugly Duckling' and Suspicious Naevi: A Review.

Fatima Al Zegair, D. Nathasha U. Naranpanawa, Brigid Betz-Stablein, Monika Janda, H. Peter Soyer, Shekhar S. Chandra

CoRR, 2023

EPVT: Environment-aware Prompt Vision Transformer for Domain Generalization in Skin Lesion Recognition.

Siyuan Yan, Chi Liu, Zhen Yu, Lie Ju, Dwarikanath Mahapatrainst, Victoria Mar, Monika Janda, H. Peter Soyer, Zongyuan Ge

CoRR, 2023

EPVT: Environment-Aware Prompt Vision Transformer for Domain Generalization in Skin Lesion Recognition.

Siyuan Yan, Chi Liu, Zhen Yu, Lie Ju, Dwarikanath Mahapatra, Victoria Mar, Monika Janda, H. Peter Soyer, Zongyuan Ge

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision.

Siyuan Yan, Zhen Yu, Xuelin Zhang, Dwarikanath Mahapatra, Shekhar S. Chandra, Monika Janda, H. Peter Soyer, Zongyuan Ge

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2021

The impact on health outcomes of implementing electronic health records to support the care of older people in residential aged care: A scoping review.

Ronald Dendere, Mahnaz Samadbeik, Monika Janda

Int. J. Medical Informatics, 2021

2018

Fighting Melanoma with Smartphones: A Snapshot of Where We are a Decade after App Stores Opened Their Doors.

Alexander Ngoo, Anna Finnane, Erin McMeniman, H. Peter Soyer, Monika Janda

Int. J. Medical Informatics, 2018

2014

Mobile Medical Applications for Melanoma Risk Assessment: False Assurance or Valuable Tool?

Xavier Chadwick, Lois J. Loescher, Monika Janda, H. Peter Soyer

Proceedings of the 47th Hawaii International Conference on System Sciences, 2014