TransVTSpotter: End-to-end Video Text Spotter with Transformer

Related tags

Deep LearningTransVTSpotter
Overview

TransVTSpotter: End-to-end Video Text Spotter with Transformer

License: MIT

Introduction

A Multilingual, Open World Video Text Dataset and End-to-end Video Text Spotter with Transformer

Link to our MOVText: A Large-Scale, Multilingual Open World Dataset for Video Text Spotting

Updates

  • (08/04/2021) Refactoring the code.

  • (10/20/2021) The complete code has been released .

ICDAR2015(video) Tracking challenge

Methods MOTA MOTP IDF1 Mostly Matched Partially Matched Mostly Lost
TransVTSpotter 45.75 73.58 57.56 658 611 647

Notes

  • The training time is on 8 NVIDIA V100 GPUs with batchsize 16.
  • We use the models pre-trained on COCOTextV2.
  • We do not release the recognition code due to the company's regulations.

Demo

Installation

The codebases are built on top of Deformable DETR and TransTrack.

Requirements

  • Linux, CUDA>=9.2, GCC>=5.4
  • Python>=3.7
  • PyTorch ≥ 1.5 and torchvision that matches the PyTorch installation. You can install them together at pytorch.org to make sure of this
  • OpenCV is optional and needed by demo and visualization

Steps

  1. Install and build libs
git clone [email protected]:weijiawu/TransVTSpotter.git
cd TransVTSpotter
cd models/ops
python setup.py build install
cd ../..
pip install -r requirements.txt
  1. Prepare datasets and annotations
# pretrain COCOTextV2
python3 track_tools/convert_COCOText_to_coco.py

# ICDAR15
python3 track_tools/convert_ICDAR15video_to_coco.py

COCOTextV2 dataset is available in COCOTextV2.

python3 track_tools/convert_crowdhuman_to_coco.py

ICDAR2015 dataset is available in icdar2015.

python3 track_tools/convert_mot_to_coco.py
  1. Pre-train on COCOTextV2
python3 -m torch.distributed.launch --nproc_per_node=8 --use_env main_track.py  --output_dir ./output/Pretrain_COCOTextV2 --dataset_file pretrain --coco_path ./Data/COCOTextV2 --batch_size 2  --with_box_refine --num_queries 500 --epochs 300 --lr_drop 100 --resume ./output/Pretrain_COCOTextV2/checkpoint.pth

python3 track_tools/Pretrain_model_to_mot.py

The pre-trained model is available Baidu Netdisk， password:59w8. Google Netdisk

And the MOTA 44% can be found here password:xnlw. Google Netdisk

  1. Train TransVTSpotter
python3 -m torch.distributed.launch --nproc_per_node=8 --use_env main_track.py  --output_dir ./output/ICDAR15 --dataset_file text --coco_path ./Data/ICDAR2015_video --batch_size 2  --with_box_refine  --num_queries 300 --epochs 80 --lr_drop 40 --resume ./output/Pretrain_COCOTextV2/pretrain_coco.pth
  1. Visualize TransVTSpotter
python3 track_tools/Evaluation_ICDAR15_video/vis_tracking.py

License

TransVTSpotter is released under MIT License.

Citing

If you use TranVTSpotter in your research or wish to refer to the baseline results published here, please use the following BibTeX entries:

@article{wu2021opentext,
  title={A Bilingual, OpenWorld Video Text Dataset and End-to-end Video Text Spotter with Transformer},
  author={Weijia Wu, Debing Zhang, Yuanqiang Cai, Sibo Wang, Jiahong Li, Zhuang Li, Yejun Tang, Hong Zhou},
  journal={35th Conference on Neural Information Processing Systems (NeurIPS 2021) Track on Datasets and Benchmarks},
  year={2021}
}
Owner
weijiawu
computer version, OCR I am looking for a research intern or visiting chance.
weijiawu
GitHub Repository
Location-Sensitive Visual Recognition with Cross-IOU Loss

The trained models are temporarily unavailable, but you can train the code using reasonable computational resource. Location-Sensitive Visual Recognit

Kaiwen Duan 146 Dec 25, 2022
Pytorch implementation of DeepMind's differentiable neural computer paper.

DNC pytorch This is a Pytorch implementation of DeepMind's Differentiable Neural Computer (DNC) architecture introduced in their recent Nature paper:

Yuanpu Xie 91 Nov 21, 2022
Gray Zone Assessment

Gray Zone Assessment Get started Clone github repository git clone https://github.com/andreanne-lemay/gray_zone_assessment.git Build docker image dock

1 Jan 08, 2022
Ppq - A powerful offline neural network quantization tool with custimized IR

PPL Quantization Tool(PPL 量化工具) PPL Quantization Tool (PPQ) is a powerful offlin

605 Jan 03, 2023
Multiview 3D object detection on MultiviewC dataset through moft3d.

Voxelized 3D Feature Aggregation for Multiview Detection [arXiv] Multiview 3D object detection on MultiviewC dataset through VFA. Introduction We prop

Jiahao Ma 20 Dec 21, 2022
ALBERT-pytorch-implementation - ALBERT pytorch implementation

ALBERT-pytorch-implementation developing... 모델의 개념이해를 돕기 위한 구현물로 현재 변수명을 상세히 적었고

BG Kim 3 Oct 06, 2022
A Lighting Pytorch Framework for Recommendation System, Easy-to-use and Easy-to-extend.

Torch-RecHub A Lighting Pytorch Framework for Recommendation Models, Easy-to-use and Easy-to-extend. 安装 pip install torch-rechub 主要特性 scikit-learn风格易用

Mincai Lai 67 Jan 04, 2023
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation

[ICCV2021] TransReID: Transformer-based Object Re-Identification [pdf] The official repository for TransReID: Transformer-based Object Re-Identificati

DamoCV 569 Dec 30, 2022
LightLog is an open source deep learning based lightweight log analysis tool for log anomaly detection.

LightLog Introduction LightLog is an open source deep learning based lightweight log analysis tool for log anomaly detection. Function description [BG

25 Dec 17, 2022
BrainGNN - A deep learning model for data-driven discovery of functional connectivity

A deep learning model for data-driven discovery of functional connectivity https://doi.org/10.3390/a14030075 Usman Mahmood, Zengin Fu, Vince D. Calhou

Usman Mahmood 3 Aug 28, 2022
INSPIRED: A Transparent Dialogue Dataset for Interactive Semantic Parsing

INSPIRED: A Transparent Dialogue Dataset for Interactive Semantic Parsing Existing studies on semantic parsing focus primarily on mapping a natural-la

7 Aug 22, 2022
Github Traffic Insights as Prometheus metrics.

github-traffic Github Traffic collects your repository's traffic data and exposes it as Prometheus metrics. Grafana dashboard that displays the metric

Grafana Labs 34 Oct 27, 2022
Code for the paper "Reinforced Active Learning for Image Segmentation"

Reinforced Active Learning for Image Segmentation (RALIS) Code for the paper Reinforced Active Learning for Image Segmentation Dependencies python 3.6

Arantxa Casanova 79 Dec 19, 2022
Official PyTorch implementation of paper: Standardized Max Logits: A Simple yet Effective Approach for Identifying Unexpected Road Obstacles in Urban-Scene Segmentation (ICCV 2021 Oral Presentation)

SML (ICCV 2021, Oral) : Official Pytorch Implementation This repository provides the official PyTorch implementation of the following paper: Standardi

SangHun 61 Dec 27, 2022
Alpha-Zero - Telegram Group Manager Bot Written In Python Using Pyrogram

✨ Alpha Zero Bot ✨ Telegram Group Manager Bot + Userbot Written In Python Using

1 Feb 17, 2022
An Inverse Kinematics library aiming performance and modularity

IKPy Demo Live demos of what IKPy can do (click on the image below to see the video): Also, a presentation of IKPy: Presentation. Features With IKPy,

Pierre Manceron 481 Jan 02, 2023
DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.

dm_control: DeepMind Infrastructure for Physics-Based Simulation. DeepMind's software stack for physics-based simulation and Reinforcement Learning en

DeepMind 3k Dec 31, 2022
Official PyTorch repo for JoJoGAN: One Shot Face Stylization

JoJoGAN: One Shot Face Stylization This is the PyTorch implementation of JoJoGAN: One Shot Face Stylization. Abstract: While there have been recent ad

1.3k Dec 29, 2022
PartImageNet is a large, high-quality dataset with part segmentation annotations

PartImageNet: A Large, High-Quality Dataset of Parts We will release our dataset and scripts soon after cleaning and approval. Introduction PartImageN

Ju He 77 Nov 30, 2022
Code for the Paper: Conditional Variational Capsule Network for Open Set Recognition

Conditional Variational Capsule Network for Open Set Recognition This repository hosts the official code related to "Conditional Variational Capsule N

Guglielmo Camporese 35 Nov 21, 2022