Top 23 Python Real-time Projects
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I have found a github with a project like this but it is tedious to use: https://github.com/PeterL1n/RobustVideoMatting
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Project mention: [D] AI Background Removal: a quick comparison between RVM & BGMv2 | reddit.com/r/MachineLearning | 2021-10-10
GitHub
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SonarQube
Static code analysis for 29 languages.. Your projects are multi-language. So is SonarQube analysis. Find Bugs, Vulnerabilities, Security Hotspots, and Code Smells so you can release quality code every time. Get started analyzing your projects today for free.
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YOLACT
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FairMOT
[IJCV-2021] FairMOT: On the Fairness of Detection and Re-Identification in Multi-Object Tracking
Looks like FairMOT (https://paperswithcode.com/paper/a-simple-baseline-for-multi-object-tracking) which has code available (https://github.com/ifzhang/FairMOT ).
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Yolov5_DeepSort_OSNet
Real-time multi-camera multi-object tracker using YOLOv5 and Deep SORT with OSNet
Project mention: tracking-by-detection, multiple object tracking algorithm | reddit.com/r/computervision | 2022-05-12Try looking into DeepSort, which uses a deep association metric in addition to the traditional SORT algorithm to kind of improve upon the ID reassignment issue. However, I suspect you would have to come up with your own re-id model since you have a unique object you're trying to detect. Here's the paper . I've had decent results using https://github.com/mikel-brostrom/Yolov5_DeepSort_OSNet as an out of the box implementation for coco object. It's written in PyTorch.
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TensorFlowTTS
:stuck_out_tongue_closed_eyes: TensorFlowTTS: Real-Time State-of-the-art Speech Synthesis for Tensorflow 2 (supported including English, French, Korean, Chinese, German and Easy to adapt for other languages)
Project mention: NaturalSpeech: End-to-End Text to Speech Synthesis with Human-Level Quality | news.ycombinator.com | 2022-05-17I had a lot of success using [FastSpeech2 + MB MelGAN via TensorFlowTTS](https://github.com/TensorSpeech/TensorFlowTTS). There are demos for [iOS](https://github.com/TensorSpeech/TensorFlowTTS/tree/master/ex...) and [Android](https://github.com/TensorSpeech/TensorFlowTTS/tree/master/ex...) which will allow you to run pretty convincing, modern TTS models with only a few hundred milliseconds of processing latency.
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Project mention: Jupyter data analytics on real-time trading data from crypto exchanges | reddit.com/r/ethereum | 2022-01-12
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Scout APM
Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.
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vidgear
A High-performance cross-platform Video Processing Python framework powerpacked with unique trailblazing features :fire:
Project mention: Deffcode: FFmpeg decoding made easy with python. | reddit.com/r/Python | 2022-03-07Yes, fortunately I already resolved it in my previous(popular) library called vidgearthrough its WriteGear API: https://abhitronix.github.io/vidgear/latest/gears/writegear/compression/overview/
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lightweight-human-pose-estimation.pytorch
Fast and accurate human pose estimation in PyTorch. Contains implementation of "Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose" paper.
Project mention: Help finding an appropriate model for human pose estimation | reddit.com/r/computervision | 2021-09-29Lightweight OpenPose: Runs in realtime >20fps confirmed, training code is provided
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Project mention: What is the Yolov4 MakeFile Config for 3080 GPU? | reddit.com/r/tensorflow | 2021-09-17
Refer to this https://machinelearningmastery.com/how-to-perform-object-detection-with-yolov3-in-keras/ as a beginner's reference guide. Then look at this https://github.com/wizyoung/YOLOv3_TensorFlow to further enhance your knowledge.
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Project mention: Saturday Daily Thread: Resource Request and Sharing! Daily Thread | reddit.com/r/Python | 2022-03-05
The best candidate so far is 'streamz', which is simple and lays out a processor in a pipeline. But it doesn't quite have the same level as built in monitoring as apache camel, for better or worse.
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yolact_edge
The first competitive instance segmentation approach that runs on small edge devices at real-time speeds.
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Project mention: Assign ID and track moving object with optical flow | reddit.com/r/computervision | 2021-07-19
On failure, you can try using a re-identification methods like FastReid: https://github.com/JDAI-CV/fast-reid in combination with your detector. A good pipeline that combines everything you seem to need is here: https://github.com/GeekAlexis/FastMOT. It uses a combination of Yolov4 (detector) + Kalman filters, Optical flow (tracker) and FastReid (re-identification)
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Project mention: [Discussion] Framerate interpolation with other, lower quality video, which has a higher framerate | reddit.com/r/MachineLearning | 2021-10-24
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Project mention: Invite to Alpaca crypto trading beta free link, incase you haven’t got in yet. | reddit.com/r/algotrading | 2021-08-30
https://github.com/alpacahq/example-hftish - Broken
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Project mention: The Moon, large and sweet render from the Moonscapes collection | reddit.com/r/NFTsMarketplace | 2021-07-24
Thx! It is plotoptix, a package for ray tracing in Python, actually written by me ;)
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DegiroAPI
An unofficial API for the trading platform Degiro, with the ability to get real time data and historical data
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Project mention: Show HN: Memory-Based Anomaly Detection in Multi-Aspect Streams | news.ycombinator.com | 2021-06-10
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twitter-api
Django Rest framework Real Time Twitter API . Fully functional twitter app with websocket api to notify and send chat in real time using django channels.
Project mention: I made Real Time Twitter Clone with React JS ,web socket ,Django Rest and Channels | reddit.com/r/reactjs | 2021-10-13django :github.com/learningnoobi/twitter-api
Python Real-time related posts
Index
What are some of the best open-source Real-time projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | RobustVideoMatting | 5,633 |
| 2 | BackgroundMattingV2 | 5,484 |
| 3 | yolact | 4,282 |
| 4 | FairMOT | 3,393 |
| 5 | Yolov5_DeepSort_OSNet | 2,692 |
| 6 | TensorFlowTTS | 2,669 |
| 7 | AutobahnPython | 2,344 |
| 8 | vidgear | 2,224 |
| 9 | ByteTrack | 2,172 |
| 10 | lightweight-human-pose-estimation.pytorch | 1,517 |
| 11 | YOLOv3_TensorFlow | 1,510 |
| 12 | Streamz | 1,059 |
| 13 | yolact_edge | 1,024 |
| 14 | FastMOT | 863 |
| 15 | trt_pose | 734 |
| 16 | EGVSR | 720 |
| 17 | example-hftish | 488 |
| 18 | reactor | 439 |
| 19 | plotoptix | 301 |
| 20 | DegiroAPI | 185 |
| 21 | degiro-connector | 116 |
| 22 | MemStream | 55 |
| 23 | twitter-api | 40 |
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