Implementation of CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification

Last update: Nov 25, 2022

Overview

CrossViT : Cross-Attention Multi-Scale Vision Transformer for Image Classification

This is an unofficial PyTorch implementation of CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification .

Usage :

import torch
from crossvit import CrossViT

img = torch.ones([1, 3, 224, 224])
    
model = CrossViT(image_size = 224, channels = 3, num_classes = 100)
out = model(img)

print("Shape of out :", out.shape)      # [B, num_classes]

Citation

@misc{chen2021crossvit,
      title={CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification}, 
      author={Chun-Fu Chen and Quanfu Fan and Rameswar Panda},
      year={2021},
      eprint={2103.14899},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}

Acknowledgement

Base ViT code is borrowed from @lucidrains repo : https://github.com/lucidrains/vit-pytorch

Owner

Rishikesh (ऋषिकेश)

GitHub Repository

Voice of Pajlada with model and weights.

Pajlada TTS Stripped down version of ForwardTacotron (https://github.com/as-ideas/ForwardTacotron) with pretrained weights for Pajlada's (https://gith

6 Sep 03, 2021

【CVPR 2021, Variational Inference Framework, PyTorch】 From Rain Generation to Rain Removal

From Rain Generation to Rain Removal (CVPR2021) Hong Wang, Zongsheng Yue, Qi Xie, Qian Zhao, Yefeng Zheng, and Deyu Meng [PDF&&Supplementary Material]

48 Nov 23, 2022

Reverse engineer your pytorch vision models, in style

🔍 Rover Reverse engineer your CNNs, in style Rover will help you break down your CNN and visualize the features from within the model. No need to wri

32 Sep 24, 2022

A toolset for creating Qualtrics-based IAT experiments

Qualtrics IAT Tool A web app for generating the Implicit Association Test (IAT) running on Qualtrics Online Web App The app is hosted by Streamlit, a

0 Feb 12, 2022

A Tensorflow implementation of the Text Conditioned Auxiliary Classifier Generative Adversarial Network for Generating Images from text descriptions

93 Aug 04, 2022

[NeurIPS 2021] Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods

Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods Large Scale Learning on Non-Homophilous Graphs: New Benchmark

60 Jan 03, 2023

Offical implementation of Shunted Self-Attention via Multi-Scale Token Aggregation

Shunted Transformer This is the offical implementation of Shunted Self-Attention via Multi-Scale Token Aggregation by Sucheng Ren, Daquan Zhou, Shengf

156 Dec 27, 2022

The repository contain code for building compiler using puthon.

Building Compiler This is a python implementation of JamieBuild's "Super Tiny Compiler" Overview JamieBuilds developed a wonderfully educative compile

1 Nov 21, 2021

Control-Robot-Arm-using-PS4-Controller - A Robotic Arm based on Raspberry Pi and Arduino that controlled by PS4 Controller

Control-Robot-Arm-using-PS4-Controller You can see all details about this Robot

5 Jan 01, 2022

Code for "MetaMorph: Learning Universal Controllers with Transformers", Gupta et al, ICLR 2022

MetaMorph: Learning Universal Controllers with Transformers This is the code for the paper MetaMorph: Learning Universal Controllers with Transformers

50 Jan 03, 2023

Data and codes for ACL 2021 paper: Towards Emotional Support Dialog Systems

126 Dec 21, 2022

FedML: A Research Library and Benchmark for Federated Machine Learning

FedML: A Research Library and Benchmark for Federated Machine Learning 📄 https://arxiv.org/abs/2007.13518 News 2021-02-01 (Award): #NeurIPS 2020# Fed

2.3k Jan 08, 2023

Official code of paper "PGT: A Progressive Method for Training Models on Long Videos" on CVPR2021

PGT Code for paper PGT: A Progressive Method for Training Models on Long Videos. Install Run pip install -r requirements.txt. Run python setup.py buil

27 Mar 30, 2022

Pytorch implementation of the AAAI 2022 paper "Cross-Domain Empirical Risk Minimization for Unbiased Long-tailed Classification"

[AAAI22] Cross-Domain Empirical Risk Minimization for Unbiased Long-tailed Classification We point out the overlooked unbiasedness in long-tailed clas

28 Oct 18, 2022