This package provides tools for training supervised machine learning models for computational pathology tasks using tile-level embeddings.

Prov-GigaPath: A whole-slide foundation model for digital pathology from real-world data

Transcriptomics-guided Slide Representation Learning in Computational Pathology - CVPR 2024

I categorize, annotate and write comments for all research papers I read (430+ papers since 2018).

[ICLR 2024] Controlling Vision-Language Models for Universal Image Restoration. 5th place in the NTIRE 2024 Restore Any Image Model in the Wild Challenge.

Towards a general-purpose foundation model for computational pathology - Nature Medicine

Open source tools for computational pathology - Nature BME

[NeurIPS 2023 Oral] Quilt-1M: One Million Image-Text Pairs for Histopathology.

Official implementation of "How Reliable is Your Regression Model's Uncertainty Under Real-World Distribution Shifts?", TMLR 2023.

Image Restoration with Mean-Reverting Stochastic Differential Equations, ICML 2023. Winning solution of the NTIRE 2023 Image Shadow Removal Challenge.

High-quality implementations of standard and SOTA methods on a variety of tasks.

AICONSlab's DL benchmarking platform to OOD data in MRI

Official implementation of Implicit Behavioral Cloning, as described in our CoRL 2021 paper, see more at https://implicitbc.github.io/

Official implementation of "Learning Proposals for Practical Energy-Based Regression", AISTATS 2022.

Code for ICCV 2021 paper "HuMoR: 3D Human Motion Model for Robust Pose Estimation"

[CVPR'21] [Jittor & Pytorch] DI-Fusion: Online Implicit 3D Reconstruction with Deep Priors

[ICCV 2021] Encoder-decoder with Multi-level Attention for 3D Human Shape and Pose Estimation

Repository for "Probabilistic Modeling for Human Mesh Recovery"

Expressive Body Capture: 3D Hands, Face, and Body from a Single Image

Official Pytorch implementation of "Pose2Mesh: Graph Convolutional Network for 3D Human Pose and Mesh Recovery from a 2D Human Pose", ECCV 2020

Official Pytorch implementation of "Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video", CVPR 2021

Character Controllers using Motion VAEs

A curated list of resources on implicit neural representations.

Continuous Conditional Generative Adversarial Networks (CcGAN)

Official code for UnICORNN (ICML 2021)

Official SRFlow training code: Super-Resolution using Normalizing Flow in PyTorch

Official implementation of "Accurate 3D Object Detection using Energy-Based Models", CVPR Workshops 2021.

Reinforcement Learning in PyTorch