Jupyter Notebook object-detection

Open-source Jupyter Notebook projects categorized as object-detection Edit details

Top 23 Jupyter Notebook object-detection Projects

  • computervision-recipes

    Best Practices, code samples, and documentation for Computer Vision.

    Project mention: How is accuracy calculated in multi label classification | reddit.com/r/MLQuestions | 2022-01-31
  • automl

    Google Brain AutoML

    Project mention: How do I increase the accuracy of small objects when training an object detector? | reddit.com/r/learnmachinelearning | 2022-06-06

    I'm using Google Brain's EfficientDet repo to train an object detector. What hyperparameters should I choose to increase accuracy for small objects.

  • 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.

  • Yet-Another-EfficientDet-Pytorch

    The pytorch re-implement of the official efficientdet with SOTA performance in real time and pretrained weights.

    Project mention: Bounding box annotations and object orientation | reddit.com/r/computervision | 2021-08-26

    However, there are papers on oriented object detectors (see https://arxiv.org/pdf/1911.07732.pdf) for example. In that paper, they do achieve better results using oriented bounding boxes. If you want to go down that route, I would suggest using the EfficientDet model, because the PyTorch code that you'll find for it is quite easy to understand and modify. For example, I've taken https://github.com/zylo117/Yet-Another-EfficientDet-Pytorch, and modified it to include a "thing-ness" logit, and this was pretty easy to do. Classic EfficientDet models only include logits (aka output neurons that get softmax-ed) for each class, and if any one of these class neurons is greater than 0.5, then it is considered "a thing". Anyway - that's digression, but my point is that I've thought about adding oriented box support to an EfficientDet model, and it didn't seem to be too hard, although I haven't actually done it. If I was to start now, I would probably go with https://github.com/rwightman/efficientdet-pytorch, since Ross Wightman's models are becoming a de-facto standard in the PyTorch world for all things image-related.

  • simple-faster-rcnn-pytorch

    A simplified implemention of Faster R-CNN that replicate performance from origin paper

  • OwnPhotos

    Self hosted alternative to Google Photos

    Project mention: Building a self-hosted application with a mobile app similar to Google Photos, the initial prototype is done, I have some questions for you guys to gather feedback for continuous development. | reddit.com/r/selfhosted | 2022-01-27

    https://github.com/hooram/ownphotos https://github.com/photoprism/photoprism https://github.com/photoview/photoview

  • yolov3-tf2

    YoloV3 Implemented in Tensorflow 2.0

  • saliency

    Framework-agnostic implementation for state-of-the-art saliency methods (XRAI, BlurIG, SmoothGrad, and more).

  • 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.

  • TrainYourOwnYOLO

    Train a state-of-the-art yolov3 object detector from scratch!

  • TACO

    🌮 Trash Annotations in Context Dataset Toolkit

    Project mention: Does a high tech Trash can 🗑 that sorts out plastic and trash out by scanning exist? | reddit.com/r/engineering | 2022-05-13

    http://tacodataset.org/ <- Open source dataset if you want to train a classifier, I like this one

  • SipMask

    SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation (ECCV2020)

  • SynthDet

    SynthDet - An end-to-end object detection pipeline using synthetic data

    Project mention: Imported materials for objects can't edit. | reddit.com/r/Unity3D | 2021-07-09

    So I'm working on Unity with this Project (SynthDet) https://github.com/Unity-Technologies/SynthDet and I'm working on imported objects (obj. ), trying to edit materials of those objects, but I can't. The materials are gredy out. Don't know what to do. Do you guys have any ideas what to do, to allow to edit imported materials?

  • LLVIP

    LLVIP: A Visible-infrared Paired Dataset for Low-light Vision

    Project mention: [self-promotion] [Dataset] [Project] LLVIP: A Visible-infrared Paired Dataset for Low-light Vision | reddit.com/r/datasets | 2021-09-30

    Code

  • HugsVision

    HugsVision is a easy to use huggingface wrapper for state-of-the-art computer vision

    Project mention: [R] HugsVision: A easy-to-use HuggingFace wrapper for computer vision | reddit.com/r/MachineLearning | 2021-09-04

    Find more tutorials and informations about HugsVision on GitHub

  • PeekingDuck

    A modular framework built to simplify Computer Vision inference workloads.

    Project mention: PeekingDuck v1.2.1 released - Modular framework for Computer Vision (CV) inference | reddit.com/r/opensource | 2022-06-04
  • fashionpedia-api

    Python API for Fashionpedia Dataset

    Project mention: How to use my custom data for already done Annotations ? | reddit.com/r/learnmachinelearning | 2021-11-11
  • Real-time-Object-Detection-for-Autonomous-Driving-using-Deep-Learning

    My Computer Vision project from my Computer Vision Course (Fall 2020) at Goethe University Frankfurt, Germany. Performance comparison between state-of-the-art Object Detection algorithms YOLO and Faster R-CNN based on the Berkeley DeepDrive (BDD100K) Dataset.

  • SSD-Mobilenet-Custom-Object-Detector-Model-using-Tensorflow-2

    This repository contains the script and process to create custom SSD Mobilenet model for object detection

  • yolact

    Tensorflow 2.x implementation YOLACT (by anshkumar)

  • fastercnn-pytorch-training-pipeline

    A Faster RCNN Object Detection Pipeline for custom datasets using PyTorch.

    Project mention: A Simple Pipeline to Train PyTorch FasterRCNN Models | reddit.com/r/pytorch | 2022-06-27
  • YOLOv3-Cloud-Based-Fire-Detection

    Custom Object detection using YOLOv3 on the cloud. It is trained to detect Fire in a given frame. It can be largely used for Wildfires, fire accidents, etc.

    Project mention: How do I approach this deep learning problem? | reddit.com/r/learnmachinelearning | 2022-04-10

    YOLOv3 Cloud Based Fire Detection

  • opencv

    Experimenting using Machine Vision OpenCV and Python to create software suitable for driving a Golf launch monitor similar to technology like SkyTrak, GC2 and GC Quad (by ronheywood)

    Project mention: Suggestions for USB based high speed cameras? | reddit.com/r/computervision | 2022-01-30
  • synthetic-dataset-object-detection

    How to Create Synthetic Dataset for Computer Vision (Object Detection) (Article on Medium)

    Project mention: Tutorial/script for generating synthetic datasets for object detection | reddit.com/r/computervision | 2022-01-19
  • TFLiteDetection

    TensorFlow Lite Object Detection Python Implementation

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 2022-06-27.

Jupyter Notebook object-detection related posts

Index

What are some of the best open-source object-detection projects in Jupyter Notebook? This list will help you:

Project Stars
1 computervision-recipes 8,548
2 automl 5,064
3 Yet-Another-EfficientDet-Pytorch 5,040
4 simple-faster-rcnn-pytorch 3,573
5 OwnPhotos 2,628
6 yolov3-tf2 2,411
7 saliency 797
8 TrainYourOwnYOLO 583
9 TACO 407
10 SipMask 316
11 SynthDet 287
12 LLVIP 260
13 HugsVision 163
14 PeekingDuck 113
15 fashionpedia-api 95
16 Real-time-Object-Detection-for-Autonomous-Driving-using-Deep-Learning 37
17 SSD-Mobilenet-Custom-Object-Detector-Model-using-Tensorflow-2 31
18 yolact 26
19 fastercnn-pytorch-training-pipeline 20
20 YOLOv3-Cloud-Based-Fire-Detection 15
21 opencv 10
22 synthetic-dataset-object-detection 9
23 TFLiteDetection 1
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