mammadov7's repositories
autopool
Adaptive pooling operators for multiple instance learning
cdpath21-gan
Self-Supervised Representation Learning (CDpath ICCV 2021)
CDur
Repository for the paper "Towards duration robust weakly supervised sound event detection"
CluSiam
Code for paper: Improving Representation Learning for Histopathologic Images with Cluster Constraints
dsmil-wsi
DSMIL: Dual-stream multiple instance learning networks for tumor detection in Whole Slide Image
gcmae
PyTorch implementation of GCMAE
HIPT
Hierarchical Image Pyramid Transformer - CVPR 2022 (Oral)
hopfield-layers
Hopfield Networks is All You Need
lightly
A python library for self-supervised learning on images.
MHIM-MIL
[ICCV 2023 Oral] Multiple Instance Learning Framework with Masked Hard Instance Mining for Whole Slide Image Classification
PDL
Code for the paper " PDL: Regularizing Multiple Instance Learning with Progressive Dropout Layers "
pytorch-attention
🦖Pytorch implementation of popular Attention Mechanisms, Vision Transformers, MLP-Like models and CNNs.🔥🔥🔥
pytorch-toolbelt
PyTorch extensions for fast R&D prototyping and Kaggle farming
RandStainNA
RandStainNA: Simple and efficient augmentations for histology [MICCAI 2022]
Self-Supervised-ViT-Path
Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology (LMRL Workshop, NeurIPS 2021)
SISH
Fast and scalable search of whole-slide images via self-supervised deep learning - Nature Biomedical Engineering
solo-learn
solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning
tmi2022
A graph-transformer for whole slide image classification
torchstain
Stain normalization tools for histological analysis and computational pathology
UNI
Towards a general-purpose foundation model for computational pathology - Nature Medicine