Sonit Singh

Automated Analysis of Learning Outcomes and Exam Questions Based on Bloom's Taxonomy

This paper explores the automatic classification of exam questions and learning outcomes according to Bloom's Taxonomy. A small dataset of 600 sentences labeled with six cognitive categories -...

Designing a Robust Radiology Report Generation System

Recent advances in deep learning have enabled researchers to explore tasks at the intersection of computer vision and natural language processing, such as image captioning, visual question...

Natural Language Processing for Information Extraction

With rise of digital age, there is an explosion of information in the form of news, articles, social media, and so on. Much of this data lies in unstructured form and manually managing and...

TSDNET: A Tumour Segmentation Network with 3D Direction-Wise Convolution

Preserving Anatomical Continuity: Three-Stage Pipeline for Colon Segmentation in 3D Abdominal CT Scans

Accurate colon segmentation from CT images is essential for colorectal disease analysis, yet deep learning based methods often produce disconnected predictions due to complex anatomy. This study...

Context-Aware LSTM for 3D Medical Image Localisation

Occlusion-aware Data Augmentation and Reconstruction for Improving Student Engagement in Online Learning Environments

Assessing Encoder-Decoder Architectures for Robust Coronary Artery Segmentation

Modality Classification and Concept Detection in Medical Images Using Deep Transfer Learning

Biomedical Concept Detection in Medical Images: MQ-CSIRO at 2019 ImageCLEFmed Caption Task

Sigmoid Colon Localisation for Acute Diverticulitis Disease Using Sigloc 3D Convolution Neural Network

Pushing the Limits of Radiology with Joint Modeling of Visual and Textual Information

Enhanced Coronary Artery Segmentation in CTCA Using Bridging Centreline Integration

Deep Learning Approach for Renal Cell Carcinoma Detection, Subtyping, And Grading

Masked-Enhanced Food Segment Anything Model for Automatic Dietary Intake Monitoring

Spectrogram-Based Imagification Applying Deep Learning on Omics Data

Automatic Segmentation of Human Placenta from 3D Multimodal Ultrasound Data

From Chest X-Rays to Radiology Reports: A Multimodal Machine Learning Approach