Camera Trap Wildlife AI ML Frameworks

AI frameworks and tools for automated detection, classification, and analysis of animals in camera trap imagery for conservation and wildlife monitoring. Does NOT include general object detection frameworks, urban wildlife identification without camera traps, or agricultural/livestock monitoring systems.

There are 46 camera trap wildlife ai frameworks tracked. 2 score above 50 (established tier). The highest-rated is WZMIAOMIAO/deep-learning-for-image-processing at 57/100 with 26,134 stars.

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#	Framework	Score	Tier	Stars	Language
1	WZMIAOMIAO/deep-learning-for-image-processing deep learning for image processing including classification and object-detection etc.	57	Established	26,134	Python
2	WildlifeDatasets/wildlife-datasets WildlifeDatasets: An open-source toolkit for animal re-identification	56	Established	164	Jupyter Notebook
3	fishial/fish-identification Fish Detection (Segmentation) & Classification models and training scripts	47	Emerging	104	Jupyter Notebook
4	conservationtechlab/animl-r Animl comprises a variety of machine learning tools for analyzing ecological...	42	Emerging	25	R
5	Alexandre-Delplanque/HerdNet Code for paper "From Crowd to Herd Counting: How to Precisely Detect and...	42	Emerging	57	Python
6	abhineet123/animal_detection Animal Detection in Man-made Environments using Deep Learning	40	Emerging	43	Python
7	HySonLab/ML4Insects Machine Learning for Automated Electrical Penetration Graph Analysis of...	38	Emerging	13	Jupyter Notebook
8	WildEyeConservation/Detweb AI Aerial-Census Software	37	Emerging	4	TypeScript
9	BernVein/RPi Local Machine Smart Detection System for Adulterated and Infested poultry...	35	Emerging	1	Jupyter Notebook
10	Aru-gxtx/Chicken-Egg-Quality-Detection-System Grades egg quality using computer vision (YOLO), Raspberry Pi, and ESP32....	34	Emerging	4	C++
11	visipedia/newt Natural World Tasks	34	Emerging	43	Python
12	blokbot-io/OpenBlok Lego identification and sorting system using artificial intelligence.	33	Emerging	28	Python
13	basicallysource/sorter A LEGO® Sorting Machine	32	Emerging	115	Python
14	ChristopherMarais/IBBI The Intelligent Bark Beetle Identifier (IBBI) is a Python package that...	31	Emerging	3	Python
15	md-121/yellow-sticky-traps-dataset Yellow Sticky Traps Dataset with improved annotations. Based on: "Raw data...	31	Emerging	21	—
16	Kitware/kamera A software platform developed in collaboration with NOAA dedicated to...	31	Emerging	8	Python
17	maxsitt/insect-detect-ml Notebooks for detection and classification model training. Insect...	29	Experimental	23	Jupyter Notebook
18	robodhhb/BrickClassifi3r Software for the BrickClassifi3r Lego Mindstorms EV3 robot	28	Experimental	8	Python
19	emirhanai/AI-City-Detection-Recognition-From-Image-Emirhan-Bulut AI City Detection (Recognition) From Image By Emirhan Bulut	28	Experimental	8	Jupyter Notebook
20	computorg/published-202204-deeplearning-occupancy-lynx "Trade-of between deep learning for species identication...", by Olivier...	28	Experimental	5	TeX
21	RamamAgarwal/Wildlife_Species_Classification This project deals with Wildlife Classification using Computer Vision and...	27	Experimental	3	Jupyter Notebook
22	mshamash/OnePetri Accelerate common Petri dish assays with AI.	26	Experimental	15	Swift
23	visipedia/inat_loc The iNaturalist Localization Dataset from "On Label Granularity and Object...	25	Experimental	15	—
24	hensing/lr-addax-ai Lightroom Classic plugin for automated wildlife species classification using...	24	Experimental	2	Lua
25	WeizhenLiuBioinform/Fish-Phenotype-Detect Fish-Phenotype-Detect	23	Experimental	10	Python
26	utkuakbay/Fish_Detection Deep learning fish classifier combining ConvNeXt-Tiny (40 species, 98.96%...	22	Experimental	3	Python
27	DAILtech/classification-datasets Public natural image classification datasets	21	Experimental	7	—
28	ttheland/insect-identification Identifying insects from images in the wild using CV and ML	19	Experimental	9	Jupyter Notebook
29	FAISALAKBARr/Object-Detection-for-4-Sehat-5-Sempurna-Dataset-with-CNN-TensorFlow Final Project Startup Campus from Andromeda Group	18	Experimental	—	Jupyter Notebook
30	aryansaxena094/automated-wildlife-monitoring Automated Wildlife Monitoring Using Deep Learning	18	Experimental	8	Jupyter Notebook
31	A-Canelo/Insect-inspired-image-recognition-CNN An image recognition Deep Learning model based on the visual system of fruit...	18	Experimental	8	Makefile
32	jorqe/cow-project A data-driven project exploring the application of machine learning and...	16	Experimental	4	Jupyter Notebook
33	ameybhole/CORF3D_HCR Code for our paper "CORF3D contour maps with application to Holstein cattle...	16	Experimental	1	MATLAB
34	bruunand/sabr 🚀 A LEGO NXT robot which shoots projectiles at red cups that are identified...	16	Experimental	3	Java
35	humphrem/action Automated Camera Trapping Identification and Organization Network (ACTION)	15	Experimental	18	Python
36	mengedagnaw/CNN-based-image-classification-model-using-transfer-learning- Transfer-learning (GoogLeNet) pipelines in MATLAB for classifying...	15	Experimental	—	MATLAB
37	mooanalytica/DairyCow-SNA AI + Computer Vision pipeline for Social Network Analysis (SNA) of dairy...	15	Experimental	—	—
38	valentinitnelav/smartphone-insect-detect Successes and limitations of pretrained YOLO detectors applied to unseen...	14	Experimental	3	Jupyter Notebook
39	Gaurav0502/tiger-detection-using-enlightengan-and-yolo Automating detecting tigers 🐅 in the wild 🌳 by handling illumination issues...	14	Experimental	7	Jupyter Notebook
40	pietroglyph/mox Classifying, and physically sorting, Magic: The Gathering cards with machine learning	14	Experimental	11	Go
41	martintomov/RB-IBDM Research-Based Insect Biodiversity Detection and Monitoring	12	Experimental	3	Jupyter Notebook
42	yebigithub/CV4PigBW Industry-scale prediction of video-derived pig body weight using efficient...	12	Experimental	10	Jupyter Notebook
43	ammarlodhi255/metadata-augmented-neural-networks-for-wild-animal-classification This repository contains the implementation code for the paper "Metadata...	11	Experimental	2	Jupyter Notebook
44	rhazra-003/Dead_Or_Alive A MATLAB based model which uses transfer learning to train a deep network...	11	Experimental	2	—
45	Giut0/lupy Lupy is an AI-based command-line tool to classify wildlife videos from camera traps.	11	Experimental	—	Python
46	AlwaysDhruv/ObjectTorch-PC The ObjectTorch Are typically image classification model that can trained...	10	Experimental	4	Python