Hallucination Detection in Virtually-Stained Histology: A Latent Space Baseline
Fuente:
arXiv
Saved in:
| Main Authors: | Oh, Ji-Hun, Falahkheirkhah, Kianoush, Cheville, John, Bhargava, Rohit |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Are We Ready for Out-of-Distribution Detection in Digital Pathology?
by: Oh, Ji-Hun, et al.
Published: (2024)
by: Oh, Ji-Hun, et al.
Published: (2024)
Finer Disentanglement of Aleatoric Uncertainty Can Accelerate Chemical Histopathology Imaging
by: Oh, Ji-Hun, et al.
Published: (2025)
by: Oh, Ji-Hun, et al.
Published: (2025)
StainFuser: Controlling Diffusion for Faster Neural Style Transfer in Multi-Gigapixel Histology Images
by: Jewsbury, Robert, et al.
Published: (2024)
by: Jewsbury, Robert, et al.
Published: (2024)
Virtual Multiplex Staining for Histological Images using a Marker-wise Conditioned Diffusion Model
by: Oh, Hyun-Jic, et al.
Published: (2025)
by: Oh, Hyun-Jic, et al.
Published: (2025)
Histology Virtual Staining with Mask-Guided Adversarial Transfer Learning for Tertiary Lymphoid Structure Detection
by: Wang, Qiuli, et al.
Published: (2024)
by: Wang, Qiuli, et al.
Published: (2024)
UNIStainNet: Foundation-Model-Guided Virtual Staining of H&E to IHC
by: Saurav, Jillur Rahman, et al.
Published: (2026)
by: Saurav, Jillur Rahman, et al.
Published: (2026)
A Value Mapping Virtual Staining Framework for Large-scale Histological Imaging
by: Wang, Junjia, et al.
Published: (2025)
by: Wang, Junjia, et al.
Published: (2025)
Score-based Diffusion Model for Unpaired Virtual Histology Staining
by: Liu, Anran, et al.
Published: (2025)
by: Liu, Anran, et al.
Published: (2025)
Generative Adversarial Networks for Stain Normalisation in Histopathology
by: Breen, Jack, et al.
Published: (2023)
by: Breen, Jack, et al.
Published: (2023)
Physics-Grounded Adversarial Stain Augmentation with Calibrated Coverage Guarantees
by: Hong, Mingi
Published: (2026)
by: Hong, Mingi
Published: (2026)
StainDiffuser: MultiTask Dual Diffusion Model for Virtual Staining
by: Kataria, Tushar, et al.
Published: (2024)
by: Kataria, Tushar, et al.
Published: (2024)
Mix-Domain Contrastive Learning for Unpaired H&E-to-IHC Stain Translation
by: Wang, Song, et al.
Published: (2024)
by: Wang, Song, et al.
Published: (2024)
Inverse Problem Sampling in Latent Space Using Sequential Monte Carlo
by: Achituve, Idan, et al.
Published: (2025)
by: Achituve, Idan, et al.
Published: (2025)
Unsupervised Latent Stain Adaptation for Computational Pathology
by: Reisenbüchler, Daniel, et al.
Published: (2024)
by: Reisenbüchler, Daniel, et al.
Published: (2024)
Conditional Hallucinations for Image Compression
by: Aczel, Till, et al.
Published: (2024)
by: Aczel, Till, et al.
Published: (2024)
VIMs: Virtual Immunohistochemistry Multiplex staining via Text-to-Stain Diffusion Trained on Uniplex Stains
by: Dubey, Shikha, et al.
Published: (2024)
by: Dubey, Shikha, et al.
Published: (2024)
Anatomy of a failure: When, how, and why deep vision fails in scientific domains
by: Oh, Ji-Hun, et al.
Published: (2026)
by: Oh, Ji-Hun, et al.
Published: (2026)
Diagnosising Helicobacter pylori using AutoEncoders and Limited Annotations through Anomalous Staining Patterns in IHC Whole Slide Images
by: Cano, Pau, et al.
Published: (2024)
by: Cano, Pau, et al.
Published: (2024)
Osteoporosis Prediction from Hand X-ray Images Using Segmentation-for-Classification and Self-Supervised Learning
by: Hwang, Ung, et al.
Published: (2024)
by: Hwang, Ung, et al.
Published: (2024)
Point Transformer with Federated Learning for Predicting Breast Cancer HER2 Status from Hematoxylin and Eosin-Stained Whole Slide Images
by: Li, Bao, et al.
Published: (2023)
by: Li, Bao, et al.
Published: (2023)
Enhance Eye Disease Detection using Learnable Probabilistic Discrete Latents in Machine Learning Architectures
by: Prabhakaran, Anirudh, et al.
Published: (2024)
by: Prabhakaran, Anirudh, et al.
Published: (2024)
HistoSegCap: Capsules for Weakly-Supervised Semantic Segmentation of Histological Tissue Type in Whole Slide Images
by: Mansoori, Mobina, et al.
Published: (2024)
by: Mansoori, Mobina, et al.
Published: (2024)
Nuclei Instance Segmentation of Cryosectioned H&E Stained Histological Images using Triple U-Net Architecture
by: Ahmed, Zarif, et al.
Published: (2024)
by: Ahmed, Zarif, et al.
Published: (2024)
Pathological Semantics-Preserving Learning for H&E-to-IHC Virtual Staining
by: Chen, Fuqiang, et al.
Published: (2024)
by: Chen, Fuqiang, et al.
Published: (2024)
Diffusion-based Virtual Staining from Polarimetric Mueller Matrix Imaging
by: Zheng, Xiaoyu, et al.
Published: (2025)
by: Zheng, Xiaoyu, et al.
Published: (2025)
VLM-based Prompts as the Optimal Assistant for Unpaired Histopathology Virtual Staining
by: Chen, Zizhi, et al.
Published: (2025)
by: Chen, Zizhi, et al.
Published: (2025)
Deep Implicit Optimization enables Robust Learnable Features for Deformable Image Registration
by: Jena, Rohit, et al.
Published: (2024)
by: Jena, Rohit, et al.
Published: (2024)
The ULS23 Challenge: a Baseline Model and Benchmark Dataset for 3D Universal Lesion Segmentation in Computed Tomography
by: de Grauw, M. J. J., et al.
Published: (2024)
by: de Grauw, M. J. J., et al.
Published: (2024)
Leveraging Latents for Efficient Thermography Classification and Segmentation
by: Shor, Tamir, et al.
Published: (2024)
by: Shor, Tamir, et al.
Published: (2024)
Parameter-efficient Fine-tuning for improved Convolutional Baseline for Brain Tumor Segmentation in Sub-Saharan Africa Adult Glioma Dataset
by: Adhikari, Bijay, et al.
Published: (2024)
by: Adhikari, Bijay, et al.
Published: (2024)
Hyperspectral Pixel Unmixing with Latent Dirichlet Variational Autoencoder
by: Mantripragada, Kiran, et al.
Published: (2022)
by: Mantripragada, Kiran, et al.
Published: (2022)
Inpainting Pathology in Lumbar Spine MRI with Latent Diffusion
by: Hansen, Colin, et al.
Published: (2024)
by: Hansen, Colin, et al.
Published: (2024)
Accelerating MRI with Longitudinally-informed Latent Posterior Sampling
by: Urman, Yonatan, et al.
Published: (2024)
by: Urman, Yonatan, et al.
Published: (2024)
Latent Wavelet Diffusion For Ultra-High-Resolution Image Synthesis
by: Sigillo, Luigi, et al.
Published: (2025)
by: Sigillo, Luigi, et al.
Published: (2025)
Leapfrog Latent Consistency Model (LLCM) for Medical Images Generation
by: Polamreddy, Lakshmikar R., et al.
Published: (2024)
by: Polamreddy, Lakshmikar R., et al.
Published: (2024)
Unpaired Multi-Domain Histopathology Virtual Staining using Dual Path Prompted Inversion
by: Xiong, Bing, et al.
Published: (2024)
by: Xiong, Bing, et al.
Published: (2024)
IMPLICITSTAINER: Resolution Agnostic Data-Efficient Virtual Staining Using Neural Implicit Functions
by: Kataria, Tushar, et al.
Published: (2025)
by: Kataria, Tushar, et al.
Published: (2025)
HistDiT: A Structure-Aware Latent Conditional Diffusion Model for High-Fidelity Virtual Staining in Histopathology
by: Saleem, Aasim Bin, et al.
Published: (2026)
by: Saleem, Aasim Bin, et al.
Published: (2026)
Generative Active Learning with Variational Autoencoder for Radiology Data Generation in Veterinary Medicine
by: Lee, In-Gyu, et al.
Published: (2024)
by: Lee, In-Gyu, et al.
Published: (2024)
A Generative Shape Compositional Framework to Synthesise Populations of Virtual Chimaeras
by: Dou, Haoran, et al.
Published: (2022)
by: Dou, Haoran, et al.
Published: (2022)
Similar Items
-
Are We Ready for Out-of-Distribution Detection in Digital Pathology?
by: Oh, Ji-Hun, et al.
Published: (2024) -
Finer Disentanglement of Aleatoric Uncertainty Can Accelerate Chemical Histopathology Imaging
by: Oh, Ji-Hun, et al.
Published: (2025) -
StainFuser: Controlling Diffusion for Faster Neural Style Transfer in Multi-Gigapixel Histology Images
by: Jewsbury, Robert, et al.
Published: (2024) -
Virtual Multiplex Staining for Histological Images using a Marker-wise Conditioned Diffusion Model
by: Oh, Hyun-Jic, et al.
Published: (2025) -
Histology Virtual Staining with Mask-Guided Adversarial Transfer Learning for Tertiary Lymphoid Structure Detection
by: Wang, Qiuli, et al.
Published: (2024)