Publications

2024
Shifting to Machine Supervision: Annotation-Efficient Semi and Self-Supervised Learning for Automatic Medical Image Segmentation and Classification
Nature Scientific Reports
Pranav Singh, Raviteja Chukkapalli, Shravan Chaudhari, Luoyao Chen, Mei Chen, Jinqian Pan, Jacopo Cirrone
Paper Code
2023
Enhancing Medical Image Segmentation: Optimizing Cross-Entropy Weights and Post-Processing with Autoencoders
ICCV 2023 — Computer Vision for Automated Medical Diagnosis (CVAMD) Workshop
Pranav Singh, Luoyao Chen, Mei Chen, Jinqian Pan, Raviteja Chukkapalli, Shravan Chaudhari, Jacopo Cirrone
Paper
2023
Efficient Representation Learning for Healthcare with Cross-Architectural Self-Supervision
Machine Learning for Healthcare (MLHC) 2023 — Proceedings of Machine Learning Research
Pranav Singh, Jacopo Cirrone
Paper Code
Shorter version: CASS: Cross Architectural Self-Supervision for Medical Image Analysis — NeurIPS 2022 Self-Supervised Learning Workshop. Pranav Singh, Elena Sizikova, Jacopo Cirrone. Paper
2022
A Data-Efficient Deep Learning Framework for Segmentation and Classification of Histopathology Images
ECCV 2022 — Medical Computer Vision Workshop (Springer)
Pranav Singh, Jacopo Cirrone
Paper Code
2022
Classification of Melanoma Using Efficient Nets with Multiple Ensembles and Metadata
ICCI 2020 — Springer Singapore, pp. 101–111
Vardan Agarwal, Harshit Jhalani, Pranav Singh, Rahul Dixit
Paper