Beyond Masking: Demystifying Token-Based Pre-Training for Vision Transformers

Last update: Sep 27, 2022

Related tags

Text Data & NLP beyond_masking

Overview

beyond masking

Beyond Masking: Demystifying Token-Based Pre-Training for Vision Transformers

The code is coming

Figure 1: Pipeline of token-based pre-training.

Figure 2: The visualization of the proposed 5 tasks.

main results

All the results are pre-trained for 300 epochs using Vit-base as default.

	zoomed-in	zoomed-out	distorted	blurred	de-colorized
finetune	`82.7`	`82.5`	`82.1`	`81.8`	`81.4`

	zoomed-in (a)	mask (m)	(a)+(m)
finetune	`82.7`	`82.9`	`83.2`

We note that the integrated version dose not require extra computational cost.

Effiencicy

Figure 3: Efficiency of the integrated task.

Owner

Yunjie Tian

I am a Ph.D student in University of Chinese Academy of Sciences (UCAS), studying computer vision, especially NAS and self-supervised learning.

GitHub Repository

Snowball compiler and stemming algorithms

Snowball is a small string processing language for creating stemming algorithms for use in Information Retrieval, plus a collection of stemming algori

613 Jan 07, 2023

BERT has a Mouth, and It Must Speak: BERT as a Markov Random Field Language Model

303 Dec 17, 2022

Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

Fairseq(-py) is a sequence modeling toolkit that allows researchers and developers to train custom models for translation, summarization, language mod

13.2k Jul 07, 2021

GPT-3 command line interaction

Writer_unblock Straight-forward command line interfacing with GPT-3. Finding yourself stuck at a conceptual stage? Spinning your wheels needlessly on

6 Feb 10, 2022

Telegram AI chat bot written in Python using Pyrogram

Aurora_Al Just another Telegram AI chat bot written in Python using Pyrogram. A public running instance can be found on telegram as @AuroraAl. Require

1 Oct 31, 2021

Translate U is capable of translating the text present in an image from one language to the other.

Translate U is capable of translating the text present in an image from one language to the other. The app uses OCR and Google translate to identify and translate across 80+ languages.

1 Dec 22, 2021

News-Articles-and-Essays - NLP (Topic Modeling and Clustering)

NLP T5 Project proposal Topic Modeling and Clustering of News-Articles-and-Essays Students: Nasser Alshehri Abdullah Bushnag Abdulrhman Alqurashi OVER

2 Jan 18, 2022

Cherche (search in French) allows you to create a neural search pipeline using retrievers and pre-trained language models as rankers.

Cherche (search in French) allows you to create a neural search pipeline using retrievers and pre-trained language models as rankers. Cherche is meant to be used with small to medium sized corpora. C

224 Nov 29, 2022

⚖️ A Statutory Article Retrieval Dataset in French.

A Statutory Article Retrieval Dataset in French This repository contains the Belgian Statutory Article Retrieval Dataset (BSARD), as well as the code

19 Nov 17, 2022

ProteinBERT is a universal protein language model pretrained on ~106M proteins from the UniRef90 dataset.

ProteinBERT is a universal protein language model pretrained on ~106M proteins from the UniRef90 dataset. Through its Python API, the pretrained model can be fine-tuned on any protein-related task in

241 Jan 04, 2023

Mapping a variable-length sentence to a fixed-length vector using BERT model

Are you looking for X-as-service? Try the Cloud-Native Neural Search Framework for Any Kind of Data bert-as-service Using BERT model as a sentence enc

11.1k Jan 01, 2023

Unofficial Parallel WaveGAN (+ MelGAN & Multi-band MelGAN & HiFi-GAN & StyleMelGAN) with Pytorch

Parallel WaveGAN implementation with Pytorch This repository provides UNOFFICIAL pytorch implementations of the following models: Parallel WaveGAN Mel

1.2k Dec 23, 2022

Code for the paper "BERT Loses Patience: Fast and Robust Inference with Early Exit".

Patience-based Early Exit Code for the paper "BERT Loses Patience: Fast and Robust Inference with Early Exit". NEWS: We now have a better and tidier i

54 Jan 04, 2023

customer care chatbot made with Rasa Open Source.

Customer Care Bot Customer care bot for ecomm company which can solve faq and chitchat with users, can contact directly to team. 🛠 Features Basic E-c

23 Oct 27, 2022

PyTorch implementation of the NIPS-17 paper "Poincaré Embeddings for Learning Hierarchical Representations"

Poincaré Embeddings for Learning Hierarchical Representations PyTorch implementation of Poincaré Embeddings for Learning Hierarchical Representations

1.6k Dec 29, 2022

The projects lets you extract glossary words and their definitions from a given piece of text automatically using NLP techniques

Unsupervised technique to Glossary and Definition Extraction Code Files GPT2-DefinitionModel.ipynb - GPT-2 model for definition generation. Data_Gener

28 May 25, 2021