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ABCNet: An attention-based method for particle tagging.This is the main repository for the ABCNet paper.The implementation uses a modified version of GAPNet to suit the High Energy Physics needs.This repository is divided into two main folders: classification and segmentation, for the quark-gluon tagging and pileup mitigation applications, respectively.The input .h5 files are expected to have the following structure:data: [N,P,F],label:[N,P]pid: [N]global: [N,G]N = Number of eventsF = Number of features per pointP = Number of pointsG = Number of global featuresFor classification, only the pid is required, while for segmentation only label is required.The files to be used for the training (train_files.txt), test (test_files.txt) and evaluation (evaluate_files.txt) are required to be listed in the respective text files.RequirementsTensorflowh5pyClassificationTo train use:cd classificationpython train.py --data_dir ../data/QG/ --log_dir qg_testA logs folder will be created with the training results under the main directory.To evaluate the training use:python evaluate.py --data_dir ../data/QG --model_path ../logs/qg_test --batch 500 --name qg_test --modeln 1SegmentationTo train use:cd segmentationpython train.py --data_dir ../data/PU/ --log_dir pu_testTo evaluate the training use:python evaluate.py --data_dir ../data/PU --model_path ../logs/ou_test --batch 500 --name pu_test LicenseMIT LicenseAcknowledgementsABCNet uses a modified version of GAPNet and PointNet.Figure 1 from ABCNet: A comprehensive highway visibility
Author = {Tian, Zhi and Shen, Chunhua and Chen, Hao and He, Tong}, journal = {IEEE T. Pattern Analysis and Machine Intelligence (TPAMI)}, year = {2021}}@inproceedings{chen2020blendmask, title = {{BlendMask}: Top-Down Meets Bottom-Up for Instance Segmentation}, author = {Chen, Hao and Sun, Kunyang and Tian, Zhi and Shen, Chunhua and Huang, Yongming and Yan, Youliang}, booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)}, year = {2020}}@inproceedings{zhang2020MEInst, title = {Mask Encoding for Single Shot Instance Segmentation}, author = {Zhang, Rufeng and Tian, Zhi and Shen, Chunhua and You, Mingyu and Yan, Youliang}, booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)}, year = {2020}}@inproceedings{liu2020abcnet, title = {{ABCNet}: Real-time Scene Text Spotting with Adaptive {B}ezier-Curve Network}, author = {Liu, Yuliang and Chen, Hao and Shen, Chunhua and He, Tong and Jin, Lianwen and Wang, Liangwei}, booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)}, year = {2020}}@ARTICLE{9525302, author={Liu, Yuliang and Shen, Chunhua and Jin, Lianwen and He, Tong and Chen, Peng and Liu, Chongyu and Chen, Hao}, journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, title={ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text Spotting}, year={2021}, volume={}, number={}, pages={1-1}, doi={10.1109/TPAMI.2021.3107437}} @inproceedings{wang2020solo, title = {{SOLO}: Segmenting Objects by Locations}, author = {Wang, Xinlong and Kong, Tao and Shen, Chunhua and Jiang, Yuning and Li, Lei}, booktitle = {Proc. Eur. Conf. Computer Vision (ECCV)}, year = {2020}}@inproceedings{wang2020solov2, title = {{SOLOv2}: Dynamic and Fast Instance Segmentation}, author = {Wang, Xinlong and Zhang, Rufeng and Kong, Tao and Li, Lei and Shen, Chunhua}, booktitle = {Proc. Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}}@article{wang2021solo, title = {{SOLO}: A Simple Framework for Instance Segmentation}, author = {Wang, Xinlong and Zhang, Rufeng and Shen, Chunhua and Kong, Tao and Li, Lei}, journal = {IEEE T. Pattern Analysis and Machine Intelligence (TPAMI)}, year = {2021}}@article{tian2019directpose, title = {{DirectPose}: Direct End-to-End Multi-Person Pose Estimation}, author = {Tian, Zhi and Chen, Hao and Shen, Chunhua}, journal = {arXiv preprint arXiv:1911.07451}, year = {2019}}@inproceedings{tian2020conditional, title = {Conditional Convolutions for Instance Segmentation}, author = {Tian, Zhi and Shen, Chunhua and Chen, Hao}, booktitle = {Proc. Eur. Conf. Computer Vision (ECCV)}, year = {2020}}@inproceedings{tian2021boxinst, title = {{BoxInst}: High-Performance Instance Segmentation with Box Annotations}, author = {Tian, Zhi and Shen, Chunhua and Wang, Xinlong and Chen, Hao}, booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)}, year = {2021}}@inproceedings{wang2021densecl, title = {Dense Contrastive Learning for Self-Supervised Visual Pre-Training}, author = {Wang, Xinlong and Zhang, Rufeng and Shen, Chunhua and Kong, Tao and Li, Lei}, booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)}, year = {2021}}@inproceedings{Mao2021pose, title = {{FCPose}: Fully Convolutional Multi-Person Pose Estimation With Dynamic Instance-Aware Convolutions}, author = {Mao, Weian and Tian, Zhi and Wang, Xinlong and Shen, Chunhua}, booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)}, year = {2021}}LicenseFor academic use, this project is licensed under the 2-clause BSD License - see the LICENSE file for details. For commercial use, please contact Chunhua Shen.AS-SET AS-ABCNET - BGP.Tools
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Hello,I am interested in your program VeryPDF Text Replacer. With the trial version I figured out problems with PDF-files with at least one page containing layers. With such files the program terminates with error and the output folder remains empty (program setting "According to Positions").Please find the attached pdf-file for demonstration of the failure. Text to delete: "Dokument wurde bereitgestellt ...", contained in both pages.Is it possible to get an improved software version that is also able to handle such files?Best RegardsCustomer -------------------------------Thanks for your sample PDF file, we could use PDF Text Replacer Command Line software to delete "Dokument wurde bereitgestellt ..." from your PDF file easily, please refer to my steps at below,1. Please download PDF Text Replacer Command Line software from this web page, After you download and unzip it to a folder, you can run following command line to remove "Dokument wurde bereitgestellt ..." text line from your PDF file,pdftr.exe -contentreplace "Dokument wurde bereitgestellt vom=>" D:\downloads\Test.pdf D:\downloads\Test-out.pdfThis command line will search "Dokument wurde bereitgestellt vom" text string in all pages and replace them with a blank string, save to a new PDF file, you will get a new PDF file without this text string.You may give it a try, if you encounter any problem, please feel free to let us know, we are glad to assist you asap.VeryPDF Hi,We are using "VeryPDF PDF Parser & Modify Component for .NET Developer License" components to get the text from pdf & pdf to tif conversion. As you are the experts in pdf processing, seek your suggestion to process these form pdfs.Following are the concerns on the below suggestion,1. As you are aware, OCRing will degrade the accuracy. It is better to retrieve the key value pair present in this form pdfs to achieve better accuracy. Customer's expectation will. Drive Kb Mb Gb software free downloads. Drive Kb Mb Gb shareware, freeware, demos: Find Files By Size Software by Sobolsoft, 1-abcnet Drive Space Organizer by 1-abcnet, Check File
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2025-04-02ABCNet: An attention-based method for particle tagging.This is the main repository for the ABCNet paper.The implementation uses a modified version of GAPNet to suit the High Energy Physics needs.This repository is divided into two main folders: classification and segmentation, for the quark-gluon tagging and pileup mitigation applications, respectively.The input .h5 files are expected to have the following structure:data: [N,P,F],label:[N,P]pid: [N]global: [N,G]N = Number of eventsF = Number of features per pointP = Number of pointsG = Number of global featuresFor classification, only the pid is required, while for segmentation only label is required.The files to be used for the training (train_files.txt), test (test_files.txt) and evaluation (evaluate_files.txt) are required to be listed in the respective text files.RequirementsTensorflowh5pyClassificationTo train use:cd classificationpython train.py --data_dir ../data/QG/ --log_dir qg_testA logs folder will be created with the training results under the main directory.To evaluate the training use:python evaluate.py --data_dir ../data/QG --model_path ../logs/qg_test --batch 500 --name qg_test --modeln 1SegmentationTo train use:cd segmentationpython train.py --data_dir ../data/PU/ --log_dir pu_testTo evaluate the training use:python evaluate.py --data_dir ../data/PU --model_path ../logs/ou_test --batch 500 --name pu_test LicenseMIT LicenseAcknowledgementsABCNet uses a modified version of GAPNet and PointNet.
2025-03-30Author = {Tian, Zhi and Shen, Chunhua and Chen, Hao and He, Tong}, journal = {IEEE T. Pattern Analysis and Machine Intelligence (TPAMI)}, year = {2021}}@inproceedings{chen2020blendmask, title = {{BlendMask}: Top-Down Meets Bottom-Up for Instance Segmentation}, author = {Chen, Hao and Sun, Kunyang and Tian, Zhi and Shen, Chunhua and Huang, Yongming and Yan, Youliang}, booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)}, year = {2020}}@inproceedings{zhang2020MEInst, title = {Mask Encoding for Single Shot Instance Segmentation}, author = {Zhang, Rufeng and Tian, Zhi and Shen, Chunhua and You, Mingyu and Yan, Youliang}, booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)}, year = {2020}}@inproceedings{liu2020abcnet, title = {{ABCNet}: Real-time Scene Text Spotting with Adaptive {B}ezier-Curve Network}, author = {Liu, Yuliang and Chen, Hao and Shen, Chunhua and He, Tong and Jin, Lianwen and Wang, Liangwei}, booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)}, year = {2020}}@ARTICLE{9525302, author={Liu, Yuliang and Shen, Chunhua and Jin, Lianwen and He, Tong and Chen, Peng and Liu, Chongyu and Chen, Hao}, journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, title={ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text Spotting}, year={2021}, volume={}, number={}, pages={1-1}, doi={10.1109/TPAMI.2021.3107437}} @inproceedings{wang2020solo, title = {{SOLO}: Segmenting Objects by Locations}, author = {Wang, Xinlong and Kong, Tao and Shen, Chunhua and Jiang, Yuning and Li, Lei}, booktitle = {Proc. Eur. Conf. Computer Vision (ECCV)}, year = {2020}}@inproceedings{wang2020solov2, title = {{SOLOv2}: Dynamic and Fast Instance Segmentation}, author = {Wang, Xinlong and Zhang, Rufeng and Kong, Tao and Li, Lei and Shen, Chunhua}, booktitle = {Proc. Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}}@article{wang2021solo, title = {{SOLO}: A Simple Framework for Instance Segmentation}, author = {Wang, Xinlong and Zhang, Rufeng and Shen, Chunhua and Kong, Tao and Li, Lei}, journal = {IEEE T. Pattern Analysis and Machine Intelligence (TPAMI)}, year = {2021}}@article{tian2019directpose, title = {{DirectPose}: Direct End-to-End Multi-Person Pose Estimation}, author = {Tian, Zhi and Chen, Hao and Shen, Chunhua}, journal = {arXiv preprint arXiv:1911.07451}, year = {2019}}@inproceedings{tian2020conditional, title = {Conditional Convolutions for Instance Segmentation}, author = {Tian, Zhi and Shen, Chunhua and Chen, Hao}, booktitle = {Proc. Eur. Conf. Computer Vision (ECCV)}, year = {2020}}@inproceedings{tian2021boxinst, title = {{BoxInst}: High-Performance Instance Segmentation with Box Annotations}, author = {Tian, Zhi and Shen, Chunhua and Wang, Xinlong and Chen, Hao}, booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)}, year = {2021}}@inproceedings{wang2021densecl, title = {Dense Contrastive Learning for Self-Supervised Visual Pre-Training}, author = {Wang, Xinlong and Zhang, Rufeng and Shen, Chunhua and Kong, Tao and Li, Lei}, booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)}, year = {2021}}@inproceedings{Mao2021pose, title = {{FCPose}: Fully Convolutional Multi-Person Pose Estimation With Dynamic Instance-Aware Convolutions}, author = {Mao, Weian and Tian, Zhi and Wang, Xinlong and Shen, Chunhua}, booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)}, year = {2021}}LicenseFor academic use, this project is licensed under the 2-clause BSD License - see the LICENSE file for details. For commercial use, please contact Chunhua Shen.
2025-04-05Hello,I am interested in your program VeryPDF Text Replacer. With the trial version I figured out problems with PDF-files with at least one page containing layers. With such files the program terminates with error and the output folder remains empty (program setting "According to Positions").Please find the attached pdf-file for demonstration of the failure. Text to delete: "Dokument wurde bereitgestellt ...", contained in both pages.Is it possible to get an improved software version that is also able to handle such files?Best RegardsCustomer -------------------------------Thanks for your sample PDF file, we could use PDF Text Replacer Command Line software to delete "Dokument wurde bereitgestellt ..." from your PDF file easily, please refer to my steps at below,1. Please download PDF Text Replacer Command Line software from this web page, After you download and unzip it to a folder, you can run following command line to remove "Dokument wurde bereitgestellt ..." text line from your PDF file,pdftr.exe -contentreplace "Dokument wurde bereitgestellt vom=>" D:\downloads\Test.pdf D:\downloads\Test-out.pdfThis command line will search "Dokument wurde bereitgestellt vom" text string in all pages and replace them with a blank string, save to a new PDF file, you will get a new PDF file without this text string.You may give it a try, if you encounter any problem, please feel free to let us know, we are glad to assist you asap.VeryPDF Hi,We are using "VeryPDF PDF Parser & Modify Component for .NET Developer License" components to get the text from pdf & pdf to tif conversion. As you are the experts in pdf processing, seek your suggestion to process these form pdfs.Following are the concerns on the below suggestion,1. As you are aware, OCRing will degrade the accuracy. It is better to retrieve the key value pair present in this form pdfs to achieve better accuracy. Customer's expectation will
2025-04-24