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Top 23 Python Detection Projects
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Project mention: Enhancing Code Quality and Security: Building a Rock-Solid CI Test Suite for Seamless Development | dev.to | 2023-07-03
The DAST checks can be automated up to a certain point, where the code should be able to withstand certain scans and attacks. For eg. SQL Injections can be checked with sqlmap which tests with each and every type of sql injection payload and reports it back to the user.
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labelImg
LabelImg is now part of the Label Studio community. The popular image annotation tool created by Tzutalin is no longer actively being developed, but you can check out Label Studio, the open source data labeling tool for images, text, hypertext, audio, video and time-series data. (by HumanSignal)
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Sonar
Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.
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albumentations
Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
Project mention: Burn Deep Learning Framework Release 0.7.0: Revamped (de)serialization, optimizer & module overhaul, initial ONNX support and tons of new features. | /r/rust | 2023-05-06Is something planned to support data augmentations? Something like https://albumentations.ai/
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ImageAI
A python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities
Project mention: Is it possible to use ML to identify a certain pattern in videos by training with videos? | /r/learnmachinelearning | 2023-04-17From ImageAI?
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yolov7_d2
🔥🔥🔥🔥 (Earlier YOLOv7 not official one) YOLO with Transformers and Instance Segmentation, with TensorRT acceleration! 🔥🔥🔥
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a-PyTorch-Tutorial-to-Object-Detection
SSD: Single Shot MultiBox Detector | a PyTorch Tutorial to Object Detection
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InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
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Project mention: How can I install pytorch versions < 1.0 and torchvision==0.13 or lower? | /r/pytorch | 2023-07-16
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Project mention: Looking for recommendations to monitor / detect data drifts over time | /r/datascience | 2023-04-15
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Project mention: This Artificial Intelligence (AI) Paper Proposes a Novel Differentiable Angle Coder Named Phase Shifting Coder (PSC) to Accurately Predict the Orientation of Objects | /r/machinelearningnews | 2022-11-22
Quick Read: https://www.marktechpost.com/2022/11/22/this-artificial-intelligence-ai-paper-proposes-a-novel-differentiable-angle-coder-named-phase-shifting-coder-psc-to-accurately-predict-the-orientation-of-objects/ Paper: https://arxiv.org/pdf/2211.06368v1.pdf Code: https://github.com/open-mmlab/mmrotate
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Project mention: Apple Researchers Introduce ByteFormer: An AI Model That Consumes Only Bytes And Does Not Explicitly Model The Input Modality - MarkTechPost | /r/singularity | 2023-06-16
https://github.com/apple/ml-cvnets/tree/main/examples/byteformer - Where the code will be located once uploaded
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yolov5_obb
yolov5 + csl_label.(Oriented Object Detection)（Rotation Detection）（Rotated BBox）基于yolov5的旋转目标检测
The arguments are in lines 211-237 in the code here: https://github.com/hukaixuan19970627/yolov5_obb/blob/master/detect.py
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tika-python
Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.
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medicaldetectiontoolkit
The Medical Detection Toolkit contains 2D + 3D implementations of prevalent object detectors such as Mask R-CNN, Retina Net, Retina U-Net, as well as a training and inference framework focused on dealing with medical images.
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MMRazor: OpenMMLab model compression toolbox and benchmark.
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PaddleViT
:robot: PaddleViT: State-of-the-art Visual Transformer and MLP Models for PaddlePaddle 2.0+
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Some additional reading: - https://www.microsoft.com/en-us/security/blog/wp-content/uploads/2020/07/Azure-Sentinel-whitepaper.pdf - here it from the vendor; solid read as correct log sourcing/scoping is SIEM-vendor agnostic; also check the Sentinel KQL github for inspiration - https://research.splunk.com/ - your new browser startpage - check for Azure/MS/M365 rekated content
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Project mention: How do you deal with phising emails at your company? | /r/cybersecurity | 2023-05-14
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Project mention: A look at Apple’s new Transformer-powered predictive text model | news.ycombinator.com | 2023-09-16
I'm pretty fatigued on constantly providing references and sources in this thread but an example of what they've made availably publicly:
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facexlib
FaceXlib aims at providing ready-to-use face-related functions based on current STOA open-source methods.
Project mention: stable diffusion downloads something from github when making a image | /r/StableDiffusion | 2023-07-22"https://github.com/xinntao/facexlib/releases/download/v0.1.0/detection_Resnet50_Final.pth"
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You can compare with Zircolite which uses Sigma on Auditd, Sysmon For Linux or any JSON formatted logs. It works also on EVTX but that's not the subject.
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Mergify
Updating dependencies is time-consuming.. Solutions like Dependabot or Renovate update but don't merge dependencies. You need to do it manually while it could be fully automated! Add a Merge Queue to your workflow and stop caring about PR management & merging. Try Mergify for free.
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
The latest post mention was on 2023-09-16.
Python Detection related posts
- stable diffusion downloads something from github when making a image
- How can I install pytorch versions < 1.0 and torchvision==0.13 or lower?
- Enhancing Code Quality and Security: Building a Rock-Solid CI Test Suite for Seamless Development
- Azure data sources
- Apple Researchers Introduce ByteFormer: An AI Model That Consumes Only Bytes And Does Not Explicitly Model The Input Modality - MarkTechPost
- 👨🏻💻Securing Your Web Applications from SQL Injection with SQLMap
- Are these good projects to have? (appsec)
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A note from our sponsor - Sonar
www.sonarsource.com | 28 Sep 2023
Index
What are some of the best open-source Detection projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | SQLMap | 28,233 |
| 2 | labelImg | 20,634 |
| 3 | albumentations | 12,574 |
| 4 | ImageAI | 8,037 |
| 5 | commix | 4,020 |
| 6 | yolov7_d2 | 3,102 |
| 7 | a-PyTorch-Tutorial-to-Object-Detection | 2,839 |
| 8 | CRAFT-pytorch | 2,737 |
| 9 | alibi-detect | 1,933 |
| 10 | mmrotate | 1,535 |
| 11 | ml-cvnets | 1,505 |
| 12 | yolov5_obb | 1,485 |
| 13 | tika-python | 1,339 |
| 14 | medicaldetectiontoolkit | 1,226 |
| 15 | mmrazor | 1,179 |
| 16 | PaddleViT | 1,138 |
| 17 | security_content | 956 |
| 18 | ThePhish | 935 |
| 19 | EfficientFormer | 840 |
| 20 | strelka | 735 |
| 21 | facexlib | 578 |
| 22 | Paddle2ONNX | 576 |
| 23 | Zircolite | 515 |
Updating dependencies is time-consuming.
Solutions like Dependabot or Renovate update but don't merge dependencies. You need to do it manually while it could be fully automated! Add a Merge Queue to your workflow and stop caring about PR management & merging. Try Mergify for free.
blog.mergify.com