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 51 camera trap wildlife ai frameworks tracked. 3 score above 50 (established tier). The highest-rated is WildlifeDatasets/wildlife-datasets at 60/100 with 164 stars.

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#	Framework	Score	Tier	Stars	Language
1	WildlifeDatasets/wildlife-datasets WildlifeDatasets: An open-source toolkit for animal re-identification	60	Established	164	Jupyter Notebook
2	WZMIAOMIAO/deep-learning-for-image-processing deep learning for image processing including classification and object-detection etc.	57	Established	26,134	Python
3	fishial/fish-identification Fish Detection (Segmentation) & Classification models and training scripts	54	Established	104	Jupyter Notebook
4	Alexandre-Delplanque/HerdNet Code for paper "From Crowd to Herd Counting: How to Precisely Detect and...	49	Emerging	57	Python
5	conservationtechlab/animl-r Animl comprises a variety of machine learning tools for analyzing ecological...	49	Emerging	25	R
6	abhineet123/animal_detection Animal Detection in Man-made Environments using Deep Learning	47	Emerging	43	Python
7	HySonLab/ML4Insects Machine Learning for Automated Electrical Penetration Graph Analysis of...	45	Emerging	13	Jupyter Notebook
8	visipedia/newt Natural World Tasks	41	Emerging	43	Python
9	WildEyeConservation/Detweb AI Aerial-Census Software	41	Emerging	4	TypeScript
10	blokbot-io/OpenBlok Lego identification and sorting system using artificial intelligence.	40	Emerging	28	Python
11	basicallysource/sorter A LEGO® Sorting Machine	39	Emerging	115	Python
12	md-121/yellow-sticky-traps-dataset Yellow Sticky Traps Dataset with improved annotations. Based on: "Raw data...	38	Emerging	21	—
13	maxsitt/insect-detect-ml Notebooks for detection and classification model training. Insect...	36	Emerging	23	Jupyter Notebook
14	emirhanai/AI-City-Detection-Recognition-From-Image-Emirhan-Bulut AI City Detection (Recognition) From Image By Emirhan Bulut	35	Emerging	8	Jupyter Notebook
15	computorg/published-202204-deeplearning-occupancy-lynx "Trade-of between deep learning for species identication...", by Olivier...	35	Emerging	5	TeX
16	BernVein/RPi Local Machine Smart Detection System for Adulterated and Infested poultry...	35	Emerging	1	Jupyter Notebook
17	robodhhb/BrickClassifi3r Software for the BrickClassifi3r Lego Mindstorms EV3 robot	35	Emerging	8	Python
18	RamamAgarwal/Wildlife_Species_Classification This project deals with Wildlife Classification using Computer Vision and...	34	Emerging	3	Jupyter Notebook
19	mshamash/OnePetri Accelerate common Petri dish assays with AI.	33	Emerging	15	Swift
20	ChristopherMarais/IBBI The Intelligent Bark Beetle Identifier (IBBI) is a Python package that...	33	Emerging	3	Python
21	visipedia/inat_loc The iNaturalist Localization Dataset from "On Label Granularity and Object...	32	Emerging	15	—
22	WeizhenLiuBioinform/Fish-Phenotype-Detect Fish-Phenotype-Detect	30	Emerging	10	Python
23	DAILtech/classification-datasets Public natural image classification datasets	27	Experimental	7	—
24	ttheland/insect-identification Identifying insects from images in the wild using CV and ML	26	Experimental	9	Jupyter Notebook
25	aryansaxena094/automated-wildlife-monitoring Automated Wildlife Monitoring Using Deep Learning	25	Experimental	8	Jupyter Notebook
26	A-Canelo/Insect-inspired-image-recognition-CNN An image recognition Deep Learning model based on the visual system of fruit...	25	Experimental	8	Makefile
27	hensing/lr-addax-ai Lightroom Classic plugin for automated wildlife species classification using...	24	Experimental	2	Lua
28	utkuakbay/Fish_Detection Deep learning fish classifier combining ConvNeXt-Tiny (40 species, 98.96%...	24	Experimental	3	Python
29	bruunand/sabr 🚀 A LEGO NXT robot which shoots projectiles at red cups that are identified...	23	Experimental	3	Java
30	jorqe/cow-project A data-driven project exploring the application of machine learning and...	23	Experimental	4	Jupyter Notebook
31	humphrem/action Automated Camera Trapping Identification and Organization Network (ACTION)	22	Experimental	18	Python
32	pietroglyph/mox Classifying, and physically sorting, Magic: The Gathering cards with machine learning	21	Experimental	11	Go
33	FAISALAKBARr/Object-Detection-for-4-Sehat-5-Sempurna-Dataset-with-CNN-TensorFlow Final Project Startup Campus from Andromeda Group	20	Experimental	—	Jupyter Notebook
34	martintomov/RB-IBDM Research-Based Insect Biodiversity Detection and Monitoring	19	Experimental	3	Jupyter Notebook
35	ammarlodhi255/metadata-augmented-neural-networks-for-wild-animal-classification This repository contains the implementation code for the paper "Metadata...	18	Experimental	2	Jupyter Notebook
36	rhazra-003/Dead_Or_Alive A MATLAB based model which uses transfer learning to train a deep network...	18	Experimental	2	—
37	AlwaysDhruv/ObjectTorch-PC The ObjectTorch Are typically image classification model that can trained...	17	Experimental	4	Python
38	mengedagnaw/CNN-based-image-classification-model-using-transfer-learning- Transfer-learning (GoogLeNet) pipelines in MATLAB for classifying...	17	Experimental	—	MATLAB
39	mooanalytica/DairyCow-SNA AI + Computer Vision pipeline for Social Network Analysis (SNA) of dairy...	17	Experimental	—	—
40	yebigithub/CV4PigBW Industry-scale prediction of video-derived pig body weight using efficient...	15	Experimental	10	Jupyter Notebook
41	LEGO-challenge/LEGO-dataset A student driven lego detection system	13	Experimental	9	—
42	toannguyen1904/DeWi Official code of the paper "Deep-Wide Learning Assistance for Insect Pest...	13	Experimental	10	Python
43	Giut0/lupy Lupy is an AI-based command-line tool to classify wildlife videos from camera traps.	13	Experimental	—	Python
44	riaj0224/ObjectRecognition_Nuts_v_Screws This repository presents a project focused on image recognition of nuts and...	12	Experimental	8	Jupyter Notebook
45	Ahmedaltu/Magic_cards_sorting_ML Machine Learning model uses a convolutional neural network to recognise and...	11	Experimental	—	Jupyter Notebook
46	Sanil711/WildWatchAI An object detection model designed to identify leopards that have trespassed...	11	Experimental	—	Jupyter Notebook
47	Arafat2345/Wildlife-Identification-in-Urban-Environments Wildlife Identification in Urban Environments	11	Experimental	—	Jupyter Notebook
48	roysmanfo/wrp WRP (pronunciato "WARP") è un modello in grado di predirre il peso di un...	11	Experimental	2	Jupyter Notebook
49	unnatii14/fish-classifier-api AI-powered fish species classification api using deep learning with EfficientNet-B0.	10	Experimental	1	HTML
50	Nexdata-AI/17561-Images-of-Primary-School-Mathematics-Papers Primary School Mathematics Papers Collection Dataset	10	Experimental	2	—
51	cuixing158/pretrained-XFeat-onnx-Model Pretrained XFeat(Accelerated Features for Lightweight Image Matching) MATLAB Model	10	Experimental	1	MATLAB