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[CVPR 2025] Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion Models

Python 437 9 Updated Mar 11, 2025

DSMIL: Dual-stream multiple instance learning networks for tumor detection in Whole Slide Image

Python 403 90 Updated Apr 29, 2024

High-fidelity performance metrics for generative models in PyTorch

Python 1,050 72 Updated Jan 25, 2024

DiffInfinite Official Code

Jupyter Notebook 33 5 Updated Oct 30, 2024

👁️ 🖼️ 🔥PyTorch Toolbox for Image Quality Assessment, including PSNR, SSIM, LPIPS, FID, NIQE, NRQM(Ma), MUSIQ, TOPIQ, NIMA, DBCNN, BRISQUE, PI and more...

Python 2,304 190 Updated Mar 3, 2025

Diffusion-based Data Augmentation for Nuclei Image Segmentation

Python 21 3 Updated Dec 5, 2024

CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

Jupyter Notebook 27,807 3,484 Updated Jul 23, 2024

[WACV 2024] An implementation of MEGANet for polyp segmentation with multi-scale edge-guided attention

Python 71 5 Updated Feb 5, 2024

WSISR: Single image super-resolution for Whole slide Imaging using convolutional neural networks and self-supervised color normalization.

Python 26 5 Updated Dec 16, 2021

[ECCV 2024] SMFANet: A Lightweight Self-Modulation Feature Aggregation Network for Efficient Image Super-Resolution

Python 133 7 Updated Nov 7, 2024

SONNET: A self-guided ordinal regression neural network for segmentation and classification of nuclei in large-scale multi-tissue histology images

Python 16 1 Updated Sep 15, 2021

Official implementation of DiffMix (MICCAI 2023)

Python 16 4 Updated Nov 27, 2024

Taming Transformers for High-Resolution Image Synthesis

Jupyter Notebook 6,052 1,180 Updated Jul 30, 2024

Pathology Language and Image Pre-Training (PLIP) is the first vision and language foundation model for Pathology AI (Nature Medicine). PLIP is a large-scale pre-trained model that can be used to ex…

Python 311 30 Updated Sep 20, 2023

Official Code for PathLDM: Text conditioned Latent Diffusion Model for Histopathology (WACV 2024)

Jupyter Notebook 38 4 Updated Jul 7, 2024

CVPR 2024: Learned representation-guided diffusion models for large-image generation

Jupyter Notebook 42 10 Updated Oct 8, 2024

Official implementation of a paper accepted on MICCAI 2024

Python 4 Updated Jan 5, 2025

High-Resolution Image Synthesis with Latent Diffusion Models

Jupyter Notebook 12,482 1,584 Updated Feb 29, 2024
Python 15 2 Updated Jul 18, 2024

The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.

Python 9,612 714 Updated Mar 11, 2025

Pytorch implementation of NASDM: Nuclei-Aware Semantic Histopathology Image Generation Using Diffusion Models

Jupyter Notebook 18 2 Updated May 9, 2024

Official PyTorch implementation of "Learning to Generate Semantic Layouts for Higher Text-Image Correspondence in Text-to-Image Synthesis." (ICCV 2023)

Python 44 2 Updated Nov 2, 2023
Python 2 Updated Aug 27, 2024

Simultaneous Nuclear Instance Segmentation and Classification in H&E Histology Images.

Python 564 236 Updated Oct 27, 2023

Official Implementation of Semantic Image Synthesis via Diffusion Models

Python 238 24 Updated Nov 24, 2022

Official implementation of paper "Mining Multi-Center Heterogeneous Medical Data with Distributed Synthetic Learning"

Python 9 1 Updated Jul 3, 2023