ricklisz

AnatoMask

[ECCV2024] AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking. Official Pytorch Implementation of AnatoMask.

open_clip

An open source implementation of CLIP.

MedTrinity-25M

CoOp

Prompt Learning for Vision-Language Models (IJCV'22, CVPR'22)

LViT

[IEEE Transactions on Medical Imaging/TMI] This repo is the official implementation of "LViT: Language meets Vision Transformer in Medical Image Segmentation"

VisionLLM

VisionLLM Series

LISA

Project Page for "LISA: Reasoning Segmentation via Large Language Model"

LLaVA

[NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.

fc-clip

[NeurIPS 2023] This repo contains the code for our paper Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP

Mask2Former-Simplify

SAT-DS

The official repository to build SAT-DS, a medical data collection of 72 public segmentation datasets, contains over 22K 3D images, 302K segmentation masks and 497 classes from 3 different modalities (MRI, CT, PET) and 8 human body regions.

CT-CLIP

A foundation model utilizing chest CT volumes and radiology reports for supervised-level zero-shot detection of abnormalities

RP3D-Diag

Code implementation of RP3D-Diag

Long-CLIP

[ECCV 2024] official code for "Long-CLIP: Unlocking the Long-Text Capability of CLIP"

RadFM

The official code for "Towards Generalist Foundation Model for Radiology by Leveraging Web-scale 2D&3D Medical Data".

SAT

The official repository for "One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts"

RegionCLIP

[CVPR 2022] Official code for "RegionCLIP: Region-based Language-Image Pretraining"

Awesome-Open-Vocabulary-Semantic-Segmentation

A curated publication list on open vocabulary semantic segmentation and related area (e.g. zero-shot semantic segmentation) resources..

DCNv4

[CVPR 2024] Deformable Convolution v4

machine-learning-interview

Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.

LargeKernel3D

LargeKernel3D: Scaling up Kernels in 3D Sparse CNNs (CVPR 2023)

HPM

[CVPR'23] Hard Patches Mining for Masked Image Modeling

SAM-Med3D

SAM-Med3D: An Efficient General-purpose Promptable Segmentation Model for 3D Volumetric Medical Image

MultiTalent

Implemention of the Paper "MultiTalent: A Multi-Dataset Approach to Medical Image Segmentation"

2D-Medical-Denoising-Diffusion-Probabilistic-Model-

This is the repository for the paper "2D Medical Image Synthesis Using Transformer-based Denoising Diffusion Probabilistic Model".

STU-Net

The largest pre-trained medical image segmentation model (1.4B parameters) based on the largest public dataset (>100k annotations), up until April 2023.

Efficient-CapsNet

Official TensorFlow code for the paper "Efficient-CapsNet: Capsule Network with Self-Attention Routing".

ConvNeXt-V2

Code release for ConvNeXt V2 model

MedNeXt

[MICCAI 2023] MedNeXt is a fully ConvNeXt architecture for 3D medical image segmentation.

ijepa

Official codebase for I-JEPA, the Image-based Joint-Embedding Predictive Architecture. First outlined in the CVPR paper, "Self-supervised learning from images with a joint-embedding predictive architecture."