A PyTorch library for Vision Transformers

Related tags

Deep Learningvformer
Overview

VFormer

A PyTorch library for Vision Transformers

Getting Started

Read the contributing guidelines in CONTRIBUTING.rst to learn how to start contributing.

Comments
  • Add attention visualization methods

    Add attention visualization methods

    • This article details different ways of visualizing a transformer's attention. It also talks about how such visualizations can aid in explainability of the models.
    • They also provide their code here.
    • We would like to have such visualization methods in the viz module.
    good first issue 
    opened by NeelayS 7
  • Remove _Projection class

    Remove _Projection class

    We can replace _Projection class with a one-liner if-else statement.

    Should we replace it with if-else or should we keep the current implementation?

    cc: @NeelayS @aditya-agrawal-30502 @alvanli

    opened by abhi-glitchhg 6
  •  Enhanced docstring

    Enhanced docstring

    During the last PR (#45), I had to revert back because of compatibility issues

    In this PR I have added some docstrings and Minor changes like changing variable names

    this PR is the same as - #48 with edited title :)

    @NeelayS

    opened by abhi-glitchhg 3
  • Restructuring AbsolutePositionEmbedding class

    Restructuring AbsolutePositionEmbedding class

    AbsolutePositionEmbedding class was structured specifically for the PVT, but we can use it in other models too if we re-structure it properly, it should also support sinusoidal position embedding or a separate class for Sinusoidal embedding also works.

    enhancement 
    opened by abhi-glitchhg 2
  • Add sharpness-aware optimizer

    Add sharpness-aware optimizer

    This paper describes how promoting smoothness with a recently proposed sharpness-aware optimizer substantially improves the performance of ViTs.

    It would be good to have an implementation of this optimizer in our library. It would fit in the functional module.

    A couple of PyTorch implementations are here and here.

    opened by NeelayS 2
  • Documentation related to visualization methods

    Documentation related to visualization methods

    I have added some fixes for page breaks in #86.

    Still, we need to enhance the docs for visualization methods.
    We can include the license/copyright disclaimer for visualization methods in our license or have a separate file.

    Additionally, we can add the sample outputs from these methods into the doc.

    CC : @NeelayS @aditya-agrawal-30502 @alvanli

    documentation enhancement good first issue 
    opened by abhi-glitchhg 1
  • [Paper] Visual Attention Network

    [Paper] Visual Attention Network

    paper - https://arxiv.org/abs/2202.09741 code- https://github.com/Visual-Attention-Network/VAN-Classification https://github.com/Visual-Attention-Network/VAN-Segmentation

    Paper implementation 
    opened by abhi-glitchhg 0
Releases(v0.1.3)
Owner
Society for Artificial Intelligence and Deep Learning
Society for Artificial Intelligence and Deep Learning
Official codebase for "B-Pref: Benchmarking Preference-BasedReinforcement Learning" contains scripts to reproduce experiments.

B-Pref Official codebase for B-Pref: Benchmarking Preference-BasedReinforcement Learning contains scripts to reproduce experiments. Install conda env

48 Dec 20, 2022
Imaging, analysis, and simulation software for radio interferometry

ehtim (eht-imaging) Python modules for simulating and manipulating VLBI data and producing images with regularized maximum likelihood methods. This ve

Andrew Chael 5.2k Dec 28, 2022
Code for the paper "Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds" (ICCV 2021)

Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds This is the official code implementation for the paper "Spatio-temporal Se

Hesper 63 Jan 05, 2023
Deep Learning agent of Starcraft2, similar to AlphaStar of DeepMind except size of network.

Introduction This repository is for Deep Learning agent of Starcraft2. It is very similar to AlphaStar of DeepMind except size of network. I only test

Dohyeong Kim 136 Jan 04, 2023
Model Zoo of BDD100K Dataset

Model Zoo of BDD100K Dataset

ETH VIS Group 200 Dec 27, 2022
E2EDNA2 - An automated pipeline for simulation of DNA aptamers complexed with small molecules and short peptides

E2EDNA2 - An automated pipeline for simulation of DNA aptamers complexed with small molecules and short peptides

11 Nov 08, 2022
a Lightweight library for sequential learning agents, including reinforcement learning

SaLinA: SaLinA - A Flexible and Simple Library for Learning Sequential Agents (including Reinforcement Learning) TL;DR salina is a lightweight library

Facebook Research 405 Dec 17, 2022
Diabet Feature Engineering - Predict whether people have diabetes when their characteristics are specified

Diabet Feature Engineering - Predict whether people have diabetes when their characteristics are specified

Şebnem 6 Jan 18, 2022
Official implementation of DreamerPro: Reconstruction-Free Model-Based Reinforcement Learning with Prototypical Representations in TensorFlow 2

DreamerPro Official implementation of DreamerPro: Reconstruction-Free Model-Based Reinforcement Learning with Prototypical Representations in TensorFl

22 Nov 01, 2022
Split your patch similarly to `git add -p` but supporting multiple buckets

split-patch.py This is git add -p on steroids for patches. Given a my.patch you can run ./split-patch.py my.patch You can choose in which bucket to p

102 Oct 06, 2022
Discriminative Condition-Aware PLDA

DCA-PLDA This repository implements the Discriminative Condition-Aware Backend described in the paper: L. Ferrer, M. McLaren, and N. Brümmer, "A Speak

Luciana Ferrer 31 Aug 05, 2022
Improving 3D Object Detection with Channel-wise Transformer

"Improving 3D Object Detection with Channel-wise Transformer" Thanks for the OpenPCDet, this implementation of the CT3D is mainly based on the pcdet v

Hualian Sheng 107 Dec 20, 2022
PyTorch implementation of MSBG hearing loss model and MBSTOI intelligibility metric

PyTorch implementation of MSBG hearing loss model and MBSTOI intelligibility metric This repository contains the implementation of MSBG hearing loss m

BUT <a href=[email protected]"> 9 Nov 08, 2022
🎯 A comprehensive gradient-free optimization framework written in Python

Solid is a Python framework for gradient-free optimization. It contains basic versions of many of the most common optimization algorithms that do not

Devin Soni 565 Dec 26, 2022
NeROIC: Neural Object Capture and Rendering from Online Image Collections

NeROIC: Neural Object Capture and Rendering from Online Image Collections This repository is for the source code for the paper NeROIC: Neural Object C

Snap Research 647 Dec 27, 2022
The source code of CVPR 2019 paper "Deep Exemplar-based Video Colorization".

Deep Exemplar-based Video Colorization (Pytorch Implementation) Paper | Pretrained Model | Youtube video 🔥 | Colab demo Deep Exemplar-based Video Col

Bo Zhang 253 Dec 27, 2022
Chainer Implementation of Fully Convolutional Networks. (Training code to reproduce the original result is available.)

fcn - Fully Convolutional Networks Chainer implementation of Fully Convolutional Networks. Installation pip install fcn Inference Inference is done as

Kentaro Wada 218 Oct 27, 2022
Learning Dense Representations of Phrases at Scale (Lee et al., 2020)

DensePhrases DensePhrases provides answers to your natural language questions from the entire Wikipedia in real-time. While it efficiently searches th

Princeton Natural Language Processing 540 Dec 30, 2022
How to use TensorLayer

How to use TensorLayer While research in Deep Learning continues to improve the world, we use a bunch of tricks to implement algorithms with TensorLay

zhangrui 349 Dec 07, 2022
A stock generator that assess a list of stocks and returns the best stocks for investing and money allocations based on users choices of volatility, duration and number of stocks

Stock-Generator Please visit "Stock Generator.ipynb" for a clearer view and "Stock Generator.py" for scripts. The stock generator is designed to allow

jmengnyay 1 Aug 02, 2022