Towards Automatic Cetacean Photo-Identification: A Framework for Fine-Grain, Few-Shot Learning in Marine Ecology

no code implementations • 7 Dec 2022 • Cameron Trotter, Nick Wright, A. Stephen McGough, Matt Sharpe, Barbara Cheney, Mònica Arso Civil, Reny Tyson Moore, Jason Allen, Per Berggren

Photo-identification (photo-id) is one of the main non-invasive capture-recapture methods utilised by marine researchers for monitoring cetacean (dolphin, whale, and porpoise) populations.

Few-Shot Learning

SAGE: Sequential Attribute Generator for Analyzing Glioblastomas using Limited Dataset

no code implementations • 14 May 2020 • Padmaja Jonnalagedda, Brent Weinberg, Jason Allen, Taejin L. Min, Shiv Bhanu, Bir Bhanu

While deep learning approaches have shown remarkable performance in many imaging tasks, most of these methods rely on availability of large quantities of data.

Attribute

Feature Disentanglement to Aid Imaging Biomarker Characterization for Genetic Mutations

no code implementations • MIDL 2019 • Padmaja Jonnalagedda, Brent Weinberg, Jason Allen, Bir Bhanu

Various mutations have been shown to correlate with prognosis of High-Grade Glioma (Glioblastoma).

Disentanglement Generative Adversarial Network