Vision-LSTM: xLSTM as Generic Vision Backbone
Transformers are widely used as generic backbones in computer vision, despite initially
introduced for natural language processing. Recently, the Long Short-Term Memory (LSTM) …
introduced for natural language processing. Recently, the Long Short-Term Memory (LSTM) …
Foundational Models for Pathology and Endoscopy Images: Application for Gastric Inflammation
H Kerdegari, K Higgins, D Veselkov… - arXiv preprint arXiv …, 2024 - arxiv.org
The integration of artificial intelligence (AI) in medical diagnostics represents a significant
advancement in managing upper gastrointestinal (GI) cancer, a major cause of global …
advancement in managing upper gastrointestinal (GI) cancer, a major cause of global …
PathAlign: A vision-language model for whole slide images in histopathology
Microscopic interpretation of histopathology images underlies many important diagnostic
and treatment decisions. While advances in vision-language modeling raise new …
and treatment decisions. While advances in vision-language modeling raise new …
HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis
Spatial transcriptomics (ST) enables interrogating the molecular composition of tissue with
ever-increasing resolution, depth, and sensitivity. However, costs, rapidly evolving …
ever-increasing resolution, depth, and sensitivity. However, costs, rapidly evolving …
Prospector Heads: Generalized Feature Attribution for Large Models & Data
Feature attribution, the ability to localize regions of the input data that are relevant for
classification, is an important capability for machine learning models in scientific and …
classification, is an important capability for machine learning models in scientific and …
Hibou: A Family of Foundational Vision Transformers for Pathology
D Nechaev, A Pchelnikov, E Ivanova - arXiv preprint arXiv:2406.05074, 2024 - arxiv.org
Pathology, the microscopic examination of diseased tissue, is critical for diagnosing various
medical conditions, particularly cancers. Traditional methods are labor-intensive and prone …
medical conditions, particularly cancers. Traditional methods are labor-intensive and prone …