litho (lithostark)

lithostark

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PaddleNLP

👑 Easy-to-use and powerful NLP and LLM library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis etc.

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stable-diffusion

A latent text-to-image diffusion model

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pytorch-ssim

pytorch structural similarity (SSIM) loss

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mit-deep-learning

Tutorials, assignments, and competitions for MIT Deep Learning related courses.

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MRAugment

MRAugment: physics-aware data augmentation for deep learning based accelerated MRI reconstruction

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mripy

A python based MRI reconstruction toolbox with compressed sensing, parallel imaging and machine-learning functions

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SLATER

Official implementation of the paper: Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers

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Hybrid-CS-Model-MRI

Hybrid k-space/image domain, W-net, model for compressed sensing magnetic resonance reconstruction.

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ismrmrd-python-tools

ISMRMRD Python Toolbox

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FastMRI-Challenge

FacebookAI FastMRI Challenge , Reconstructing MRI images from K-space data.

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Brain-MRI-Autoencoder

Deep Convolutional Autoencoders for reconstructing magnetic resonance images of the healthy brain

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fastMRI

A large-scale dataset of both raw MRI measurements and clinical MRI images.

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FedGIMP

Official TensorFlow implementation of Federated Learning of Generative Image Priors for MRI Reconstruction (FedGIMP)

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FedMRI

【IEEE TMI 2022】Specificity-Preserving Federated Learning for MR Image Reconstruction

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lingam

Python package for causal discovery based on LiNGAM.

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pytorch-GAT

My implementation of the original GAT paper (Veličković et al.). I've additionally included the playground.py file for visualizing the Cora dataset, GAT embeddings, an attention mechanism, and entropy histograms. I've supported both Cora (transductive) and PPI (inductive) examples!

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ModelZoo.pytorch

Hands on Imagenet training. Unofficial ModelZoo project on Pytorch. MobileNetV3 Top1 75.64🌟 GhostNet1.3x 75.78🌟

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transformer

A Pytorch Implementation of "Attention is All You Need" and "Weighted Transformer Network for Machine Translation"

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TFF

an end to end framework for analyzing fMRI time-series data (4D) using transformers

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Pro-GNN

Implementation of the KDD 2020 paper "Graph Structure Learning for Robust Graph Neural Networks"

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DeepRobust

A pytorch adversarial library for attack and defense methods on images and graphs

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SegFormer

Official PyTorch implementation of SegFormer

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pyHGT

Code for "Heterogeneous Graph Transformer" (WWW'20), which is based on pytorch_geometric

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brain-surf-cnn

BrainSurfCNN for individualized prediction of task contrasts from resting-state functional connectivity

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EuroSAT

EuroSAT: Land Use and Land Cover Classification with Sentinel-2

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RSSCN7

Dataset of the article “Deep Learning Based Feature Selection for Remote Sensing Scene Classification”

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awesome-multimodal-remote-sensing-classification

List of datasets, papers, and codes related to multimodal/multisource/multisensor remote sensing classification

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IEEE_TGRS_MDL-RS

Danfeng Hong, Lianru Gao, Naoto Yokoya, Jing Yao, Jocelyn Chanussot, Qian Du, Bing Zhang. More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification, IEEE TGRS, 2021, 59(5): 4340-4354.

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contrastive_sensor_fusion

Open-source code for the paper "Representation Learning for Remote Sensing: An Unsupervised Sensor Fusion Approach ".

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