ralphc1212

bayes-mil

Code of "Bayes-MIL: A New Probabilistic Perspective on Attention-based Multiple Instance Learning for Whole Slide Images" - ICLR 2023

ram-mil

Code for Retrieval-Augmented Multiple Instance Learning (RAM-MIL).

amortized-approximation-of-induced-distribution

variational_nested_dropout

CLAM

Data-efficient and weakly supervised computational pathology on whole slide images - Nature Biomedical Engineering

al-folio

A beautiful, simple, clean, and responsive Jekyll theme for academics

AttentionDeepMIL

Implementation of Attention-based Deep Multiple Instance Learning in PyTorch

BAGAN

Keras implementation of Balancing GAN (BAGAN) applied to the MNIST example.

bits_ensemble

bitsensemble

BNAF

Pytorch implementation of Block Neural Autoregressive Flow

CSRNet-pytorch

CSRNet: Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes

normalizing-flows

Neural Spline Flow, RealNVP, Autoregressive Flow, 1x1Conv in PyTorch.

pointnet-autoencoder

Autoencoder for Point Clouds

Probabilistic-Unet-Pytorch

A Probabilistic U-Net for segmentation of ambiguous images implemented in PyTorch

probabilistic_unet

A U-Net combined with a variational auto-encoder that is able to learn conditional distributions over semantic segmentations.

PyTorch-VAE

A Collection of Variational Autoencoders (VAE) in PyTorch.

QuanTorch

PyTorch implementation of "Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference"

SiamFC-PyTorch

PyTorch (0.40) implementation of SiamFC

starter-academic

starter-blog

ToyDiffusion

1-D Toy Diffusion model written in pure Pytorch

VQ-VAE

Minimalist implementation of VQ-VAE in Pytorch