Introduces the SAGE South Asian GI endoscopy dataset and reports large performance drops in multi-class classifiers and large multimodal models due to geographic population shift.
Intrapapillary capillary loop classification in magnification endoscopy: open dataset and baseline methodology , journal=
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
SAGE: An Expert-Annotated South Asian GI Endoscopy Dataset for Multimodal Learning and Hallucination Analysis
Introduces the SAGE South Asian GI endoscopy dataset and reports large performance drops in multi-class classifiers and large multimodal models due to geographic population shift.