Ross Wightman (rwightman)

rwightman

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Location:Vancouver, BC

Home Page:rwightman.com

Twitter:@wightmanr

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Ross Wightman's starred repositories

jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

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pytorch_geometric

Graph Neural Network Library for PyTorch

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vit-pytorch

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

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deepmind-research

This repository contains implementations and illustrative code to accompany DeepMind publications

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flax

Flax is a neural network library for JAX that is designed for flexibility.

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DALLE-pytorch

Implementation / replication of DALL-E, OpenAI's Text to Image Transformer, in Pytorch

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lambda-networks

Implementation of LambdaNetworks, a new approach to image recognition that reaches SOTA with less compute

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optax

Optax is a gradient processing and optimization library for JAX.

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awesome-jax

JAX - A curated list of resources https://github.com/google/jax

torchdistill

A coding-free framework built on PyTorch for reproducible deep learning studies. 🏆25 knowledge distillation methods presented at CVPR, ICLR, ECCV, NeurIPS, ICCV, etc are implemented so far. 🎁 Trained models, training logs and configurations are available for ensuring the reproducibiliy and benchmark.

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VMZ

VMZ: Model Zoo for Video Modeling

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tf-gnn-samples

TensorFlow implementations of Graph Neural Networks

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MEAL-V2

MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks. In NeurIPS 2020 workshop.

TimeSformer-pytorch

Implementation of TimeSformer from Facebook AI, a pure attention-based solution for video classification

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self_supervised

Implementation of popular SOTA self-supervised learning algorithms as Fastai Callbacks.

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rigl

End-to-end training of sparse deep neural networks with little-to-no performance loss.

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timmdocs

Documentation for Ross Wightman's timm image model library

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PAA

A PyTorch implementation of the paper `Probabilistic Anchor Assignment with IoU Prediction for Object Detection` ECCV 2020 (https://arxiv.org/abs/2007.08103)

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halonet-pytorch

Implementation of the 😇 Attention layer from the paper, Scaling Local Self-Attention For Parameter Efficient Visual Backbones

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glom-pytorch

An attempt at the implementation of Glom, Geoffrey Hinton's new idea that integrates concepts from neural fields, top-down-bottom-up processing, and attention (consensus between columns), for emergent part-whole heirarchies from data

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defgrid-release

Official PyTorch implementation of Deformable Grid (ECCV 2020)

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baby-vision

Self-supervised learning through the eyes of a child

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imagenet-testbed

ImageNet Testbed, associated with the paper "Measuring Robustness to Natural Distribution Shifts in Image Classification."

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global-self-attention-network

A Pytorch implementation of Global Self-Attention Network, a fully-attention backbone for vision tasks

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