Foundation model for endoscopy video analysis via large-scale self-supervised pre-train
Foundation models have exhibited remarkable success in various applications, such as
disease diagnosis and text report generation. To date, a foundation model for endoscopic …
disease diagnosis and text report generation. To date, a foundation model for endoscopic …
Representing Part-Whole Hierarchies in Foundation Models by Learning Localizability Composability and Decomposability from Anatomy via Self Supervision
MRH Taher, MB Gotway… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Humans effortlessly interpret images by parsing them into part-whole hierarchies; deep
learning excels in learning multi-level feature spaces but they often lack explicit coding of …
learning excels in learning multi-level feature spaces but they often lack explicit coding of …
Audio-visual modelling in a clinical setting
Auditory and visual signals are two primary perception modalities that are usually present
together and correlate with each other, not only in natural environments but also in clinical …
together and correlate with each other, not only in natural environments but also in clinical …
On the use of contrastive learning for standard-plane classification in fetal ultrasound imaging
G Migliorelli, MC Fiorentino, M Di Cosmo… - Computers in Biology …, 2024 - Elsevier
Background: To investigate the effectiveness of contrastive learning, in particular SimClr, in
reducing the need for large annotated ultrasound (US) image datasets for fetal standard …
reducing the need for large annotated ultrasound (US) image datasets for fetal standard …
Semi-Supervised Representation Learning for Segmentation on Medical Volumes and Sequences
Benefiting from the massive labeled samples, deep learning-based segmentation methods
have achieved great success for two dimensional natural images. However, it is still a …
have achieved great success for two dimensional natural images. However, it is still a …
Semi-supervised anatomy tracking with contrastive representation learning in ultrasound sequences
Anatomy tracking plays an essential role in real-time US image interpretation. However, the
low US image quality poses a challenge to this task. Intensive manual labeling is often …
low US image quality poses a challenge to this task. Intensive manual labeling is often …
Show from Tell: Audio-Visual Modelling in Clinical Settings
Auditory and visual signals usually present together and correlate with each other, not only
in natural environments but also in clinical settings. However, the audio-visual modelling in …
in natural environments but also in clinical settings. However, the audio-visual modelling in …
Leveraging Self-supervised Learning for Fetal Cardiac Planes Classification Using Ultrasound Scan Videos
Self-supervised learning (SSL) methods are popular since they can address situations with
limited annotated data by directly utilising the underlying data distribution. However …
limited annotated data by directly utilising the underlying data distribution. However …
[PDF][PDF] Real time pixelated camouflage texture generation
S Choudhary - 2023 - dr.ddn.upes.ac.in
For defence organizations, secrecy is critical. Camouflage is one method of accomplishing
this goal. There are numerous examples from ancient wars where camouflage was used …
this goal. There are numerous examples from ancient wars where camouflage was used …
[PDF][PDF] Show from Tell
Auditory and visual signals usually present together and correlate with each other, not only
in natural environments but also in clinical settings. However, the audio-visual modelling in …
in natural environments but also in clinical settings. However, the audio-visual modelling in …