HistoChat: Instruction-Tuning Multimodal Vision Language Assistant for Colorectal Histopathology on Limited Data

The following files are provided Code (Environment creation files, image data generation code, training and inference code for HistoChat). Train and test dataset (images are provided for the test set, train images can be made using the given code). Trained model weights.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-09-16
DOI
https://doi.org/10.5281/zenodo.13769741
Primary Topic
AI in cancer detection
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

HistoChat: Instruction-Tuning Multimodal Vision Language Assistant for Colorectal Histopathology on Limited Data

Zenodo (CERN European Organization for Nuclear Research)
AI in cancer detection
article

HistoChat: Instruction-Tuning Multimodal Vision Language Assistant for Colorectal Histopathology on Limited Data

article en

Abstract

The following files are provided Code (Environment creation files, image data generation code, training and inference code for HistoChat). Train and test dataset (images are provided for the test set, train images can be made using the given code). Trained model weights.

Zenodo (CERN European Organization for Nuclear Research)
Virginia Tech - Wake Forest University School of Biomedical Engineering & Sciences (US), Wake Forest University (US)
Openalex Percentile: Top 68%
AI in cancer detection
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

HistoChat: Instruction-Tuning Multimodal Vision Language Assistant for Colorectal Histopathology on Limited Data · Zenodo (CERN European Organization for Nuclear Research) (2024) | TGRS Research Map | TGRS