Maximilian Sittinger

vscode-sshfs. Extension for Visual Studio Code: File system provider using SSH

AddaxAI-Connect. Real-time wildlife monitoring system with AI predictions, notifications and web interface

pvpi_manager. Automatic device manager for the PVPI

hubai-sdk. Python SDK & CLI for interacting with Luxonis HubAI - a platform for managing, converting, and deploying machine learning models to Luxonis OAK cameras.

luxonis-ml. Luxonis ML library which abstracts logging, tracking, and other useful functionalities.

m87. m87 is make87's command line and device runtime for connecting to, debugging, and deploying software to distributed hardware fleets — all over a single outbound connection and without VPNs or inbound firewall rules.

qt-parameters. Python

qt-logging. Log viewer and status bar for Qt applications

qt-themes. A collection of themes for Qt applications in Python.

qt-material-icons. Material Design icons by Google (Material Symbols) for PySide

qt-material. Material inspired stylesheet for PySide6 and PyQt6

uv. An extremely fast Python package and project manager, written in Rust.

zenodo. Research. Shared.

zenodo_get. Zenodo_get - a downloader for Zenodo records

depthai-core. DepthAI C++ Library

nicegui-vscode. A VSCode extension to help developing NiceGUI applications

piwheels. Python package repository providing wheels (pre-built binaries) for Raspberry Pi

insect-detect-night. Detection models and Python scripts for automated insect monitoring with the Insect Detect DIY camera trap.

gbifxdl. [GBIF eXtreme DownLoader] Helper for downloading large amount of data from GBIF.

trackers. Trackers gives you clean, modular re-implementations of leading multi-object tracking algorithms released under the permissive Apache 2.0 license. You combine them with any detection model you already use.

nmcli. network-manager cli python wrapper

flat-bug. Flatbug is a hyperinference and trained YOLOv8 model zoo, with a bespoke diverse dataset of the same name.

label-studio-sdk. Label Studio SDK

requests. A simple, yet elegant, HTTP library.

ruamel-yaml. Read-only mirror of ruamel-yaml

fiftyone. Refine high-quality datasets and visual AI models

nicegui. Create web-based user interfaces with Python. The nice way.

ggeffects. Estimated Marginal Means and Marginal Effects from Regression Models for ggplot2

BumbleBox. Python

EcoMotionZip. Motion-based video compression and analysis software designed for wildlife monitoring and camera trap applications

correlation. :link: Methods for Correlation Analysis

easystats. :milky_way: The R easystats-project

parameters. :bar_chart: Computation and processing of models' parameters

datawizard. Magic potions to clean and transform your data 🧙

pirecorder. Controlled and automated image and video recording with the raspberry pi

luxonis-train. Training framework for easy creation, training and exporting of deep learning models.

edge-ai. A curated list of resources for embedded AI

Intro-to-CV-for-Ecologists. Jupyter Notebook

antenna. An online toolset to manage and analyze data collected from insect camera traps for research and conservation efforts.

pybioclip. Python package and CLI that simplifies using the BioCLIP family of foundation models.

MCC24-trap. This project contains python code for processing time-lapse and motion images from the AMI traps (detection, classification and trackiing)

insectsFlowers. Pipeline for processing images from time-lapse monitoring of insects in floral enviroments

Autopolls. Python

pytorch-grad-cam. Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

bioclip. This is the repository for the BioCLIP model and the TreeOfLife-10M dataset [CVPR'24 Oral, Best Student Paper].

ecoEye-open. open CAD and EDA data for ecoEye embedded vision camera

modelconverter. Model converter for Luxonis' cameras. Convert your model from ONNX, TF, ... to a model compatible with any generation of Luxonis camera.

LiteRT. LiteRT, successor to TensorFlow Lite. is Google's On-device framework for high-performance ML & GenAI deployment on edge platforms, via efficient conversion, runtime, and optimization

norfair. Lightweight Python library for adding real-time multi-object tracking to any detector.

autodistill-florence-2. Use Florence 2 to auto-label data for use in training fine-tuned object detection models.

autodistill. Images to inference with no labeling (use foundation models to train supervised models).

aruna. The data orchestration engine

tailscale. The easiest, most secure way to use WireGuard and 2FA.

flask. The Python micro framework for building web applications.

pivpn. The Simplest VPN installer, designed for Raspberry Pi

mjpg-streamer. Fork of http://sourceforge.net/projects/mjpg-streamer/

ustreamer. µStreamer - Lightweight and fast MJPEG-HTTP streamer

raspap-webgui. The easiest, full-featured wireless router setup for Debian-based devices. Period.

cvat. Computer Vision Annotation Tool (CVAT) is a leading platform for building high-quality visual datasets for vision AI. It offers open-source, cloud, and enterprise products, as well as labeling services, for image, video, and 3D annotation with AI-assisted labeling, quality assurance, team collaboration, analytics, and developer APIs.

label-studio. Label Studio is a multi-type data labeling and annotation tool with standardized output format

RB-IBDM. Research-Based Insect Biodiversity Detection and Monitoring

pi_inferences. Scripts to run inferences on embedded device

camtrap-dp. Camera Trap Data Package (Camtrap DP)

yolov10. YOLOv10: Real-Time End-to-End Object Detection [NeurIPS 2024]

Diopsis_labeling_aid. Python

PiShrink. Make your pi images smaller!

markdown-badges. The largest curated collection of markdown badges for your personal developer branding, profile, and projects.

fairtrack. Fairtrack, Insect Tracking and Polygon-Zone Detection for the FAIR-Device

zotero. Zotero is a free, easy-to-use tool to help you collect, organize, annotate, cite, and share your research sources.

Witty-Pi-4. Software and Firmware for Witty Pi 4

Mothbox. Developing an open source,low cost automated system for Moth-Lighting photography

sahi. Framework agnostic sliced/tiled inference + interactive ui + error analysis plots

TheStick. Real-time-hand-held-insect-detection-and-tracking-using-opencv-cameras-in-the-field-the-movie-TM

scAnt. open-source 3D scanning and processing pipeline

replicAnt. replicAnt - generating annotated images of animals in complex environments with Unreal Engine

OmniTrax. Deep learning-driven multi animal tracking and pose estimation add-on for Blender

Polytrack. Polytrack is design to track unmarked freely foraging insects in outdoor environments and monitor their pollination behaviour.

HyDaT_Tracker. Tracking insect pollinators in complex dynamic environments

AddaxAI. AI-assisted camera trap analysis: detection, species recognition, verification, dashboards and exports. Free, open source, for Windows, macOS and Linux.

PAI. Pollination_Artificial_Intelligence

datadreamer. Creation of annotated datasets from scratch using Generative AI and Foundation Computer Vision models

bombuscv-rs. OpenCV based motion detection/recording software built for research on Bumblebees.

FreeCAD-library. A library of Parts for FreeCAD. WARNING - This library is huge. It might take a long time to download and make the addons manager unresponsive for many minutes.

FreeCAD. Official source code of FreeCAD, a free and opensource multiplatform 3D parametric modeler.

img-with-box-from-excel. boxcel: Integrate Excel with Python for visualizing images with their corresponding bounding boxes for object detection annotation workflows

shields. Concise, consistent, and legible badges in SVG and raster format

raspberrypi-guide.github.io. A website with detailed tutorials for using Raspberry Pi computers in biological research

sticky-pi.github.io. Sticky Pi documentation

sticky-pi-device. Hardware and software for the Sticky Pi devices

mkdocs-material. Documentation that simply works

Lens. LENS Project

wingbeats. Package for training and validating ML models meant for hierarchical classification of insects based on wingbeat signals

AutomaticFlowerPhenology. Repository supporting the paper Automatic flower detection and phenology monitoring using time-lapse cameras and deep learning.

FlowerTracking. TeX

beexplainable. XAI Experiments on an Annotated Dataset of Wild Bee Images

plakakia. Python image tiling library for image processing, object detection, etc.

roboflow-python. The official Roboflow Python package. Manage your datasets, models, and deployments. Roboflow has everything you need to build a computer vision application.

vscode. Visual Studio Code

rpi-imager. The home of Raspberry Pi Imager, a user-friendly tool for creating bootable media for Raspberry Pi devices.

Polytrack2.0. This code is related to the paper "Spatial Monitoring and Insect Behavioural Analysis Using Computer Vision for Precision Pollination" published in the International Journal of Computer Vision. Visit following link for the latest version of the software.

opensoundscape. Open source, scalable software for the analysis of bioacoustic recordings

dplyr. dplyr: A grammar of data manipulation

ggplot2. An implementation of the Grammar of Graphics in R

ami-data-companion. Desktop app for analyzing images from autonomous insect monitoring stations using deep learning models

ultralytics. Ultralytics YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking

yolov7. Implementation of paper - YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors

YOLOv6. YOLOv6: a single-stage object detection framework dedicated to industrial applications.

camera-trap-ml-survey. Everything I know about machine learning and camera traps.

tools. Conversion tools for YOLO models to use on OAK cameras

oak-hardware. Open Source OAK Hardware designs in Altium

PiJuice. Resources for PiJuice HAT for Raspberry Pi - use your Pi Anywhere

insectTracking. Insect tracking and monitoring with Python code

ML-Sensors.

rclone. "rsync for cloud storage" - Google Drive, S3, Dropbox, Backblaze B2, One Drive, Swift, Hubic, Wasabi, Google Cloud Storage, Azure Blob, Azure Files, Yandex Files

yolov5_obb. yolov5 + csl_label.(Oriented Object Detection)（Rotation Detection）（Rotated BBox）基于yolov5的旋转目标检测

ScreenToGif. 🎬 ScreenToGif allows you to record a selected area of your screen, edit and save it as a gif or video.

yoltv5. YOLT, now with PyTorch.

qgis-maptiler-plugin. QGIS MapTiler Plugin: vector tiles, basemaps, geocoding, OSM, QuickMapServices

yoltv4. Better, faster, peering over yonder. Improved large scale object detection in aerial/satellite imagery.

yoltv5. YOLT, now with PyTorch.

DHARMa. Diagnostics for HierArchical Regession Models

OpenVINO-YOLOV4. This is implementation of YOLOv4,YOLOv4-relu,YOLOv4-tiny,YOLOv4-tiny-3l,Scaled-YOLOv4 and INT8 Quantization in OpenVINO2021.3

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.

pytorch_arm_builds. Latest PyTorch binaries for Raspberry Pi Zero, Zero W, 1, 2, 3 and 4. This repository also includes torchaudio and torchvision packages

yolov4-deepsort. Object tracking implemented with YOLOv4, DeepSort, and TensorFlow.

zero-shot-object-tracking. Object tracking implemented with the Roboflow Inference API, DeepSort, and OpenAI CLIP.

deep_sort. Simple Online Realtime Tracking with a Deep Association Metric

QField. A simplified touch optimized interface for QGIS

report. :scroll: :tada: Automated reporting of objects in R

YOLOX. YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/

Object-Detection-and-Tracking. Multi-Object Tracking via DeepSORT

Phenotator-Toolbox. Python

mmdetection. OpenMMLab Detection Toolbox and Benchmark

keras-retinanet. Keras implementation of RetinaNet object detection.

performance. :muscle: Models' quality and performance metrics (R2, ICC, LOO, AIC, BF, ...)

ODM. A command line toolkit to generate maps, point clouds, 3D models and DEMs from drone, balloon or kite images. 📷

WebODM. User-friendly, commercial-grade software for processing aerial imagery. ✈️ Download it for free!

yolov5. Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export.

innvestigate. A toolbox to iNNvestigate neural networks' predictions!

darknet. YOLOv4 / Scaled-YOLOv4 / YOLO - Neural Networks for Object Detection (Windows and Linux version of Darknet )

Mask_RCNN. Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

albumentations. Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

inaturalist. The Rails app behind iNaturalist.org

inatVisionTraining. Python

iNaturalistAPI. Node.js API for iNaturalist.org

iNaturalistAndroid. Android app for iNaturalist.org

off-the-shelf-insect-identification. Main contribution of this repo is thorough evaluation of off-the-shelf approach for image classification based on a feature extraction with a single feed forward pass trough pretrained VGG16.

MCC-trap. Python

aerial_wildlife_detection. Tools for detecting wildlife in aerial images using active learning

semantic-embeddings. Hierarchy-based Image Embeddings for Semantic Image Retrieval

models. Models and examples built with TensorFlow

fastbook. The fastai book, published as Jupyter Notebooks

ScaledYOLOv4. Scaled-YOLOv4: Scaling Cross Stage Partial Network

ai-tutorials. Some Example Neural Models that we've trained along with the training scripts

depthai. DepthAI

oak-examples. Example projects we've done with OAK cameras

depthai-python. DepthAI Python Library

fastai. The fastai deep learning library