Bird Species Classification ML Frameworks

Machine learning projects for identifying and classifying bird species from images, audio, or video feeds. Includes detection, classification, and real-time monitoring applications. Does NOT include general animal classification, ornithological datasets without ML implementation, or non-bird species detection projects.

There are 24 bird species classification frameworks tracked. The highest-rated is CompRhys/aviary at 48/100 with 61 stars.

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# Framework Score Tier
1 CompRhys/aviary

The Wren sits on its Roost in the Aviary.

48
Emerging
2 shashanksola/bird-species-classification-in-natural-habitat

The aim of this project is to predict Indian bird species. This project can...

43
Emerging
3 Jellman86/YetAnother-WhosAtMyFeeder

🐦 AI-powered bird identification for Frigate NVR. Classifies birds from your...

43
Emerging
4 NikhilK-84/remote-bird-species-detection-using-cnn-project

This project aims to detect bird species using a Convolutional Neural...

37
Emerging
5 Neuromorphicism/neuromorphic-bird-classifier-desktop-app-dvs-stream-cli-and-gui

Neuromorphic Bird Classifier Desktop App (NeuroBCDA) bundled with Live Event...

35
Emerging
6 tphakala/birda

Fast CLI tool for bird species detection using BirdNET and Perch AI models

34
Emerging
7 jvk1chaitanya/Birds-Species-Classification

A Deep Learning model to indentify species of bird in a image.

31
Emerging
8 silvermete0r/OmenFlightAI

OmenFlight AI is an open-source computer vision program for recognizing...

31
Emerging
9 KushxKalsi/Birds-Image-Classification-Model

Image Classification Model using CNN to classify different birds species.

26
Experimental
10 ishaanjav/BirdWatch

A better tracking of endangered bird species using machine learning and...

25
Experimental
11 wingbeats/wingbeats_android

Android app for Kaggle dataset "Wingbeats"

24
Experimental
12 YunghuiHsu/ebird_project

Extraction of deep features/representation of birds by deep learning algorithms.

24
Experimental
13 rprkh/Bird-Classifier

Flutter App capable of classifying 400 different species of birds using...

24
Experimental
14 itservice5823/neuromorphic-bird-classifier-desktop-app-dvs-stream-cli-and-gui

🐦 Classify birds using neuromorphic computing with this desktop app,...

22
Experimental
15 JesmineT/cub200-bird-classification

Fine-grained bird classification on CUB-200 using ResNet50 & EfficientNet-B3...

21
Experimental
16 mahdi-darvish/Comparative-Analysis-of-ConvNet-Architecture-on-Bird-Species-Dataset

An implementation of famous convolutional neural networks on Bird species...

21
Experimental
17 Srijan221/Bird_Species_Classification_Android_App

This android App can classify bird species with just click of a picture...

21
Experimental
18 yassine-rd/bird_species_classification

Using convolutional neural networks to build and train a deep learning model...

20
Experimental
19 Nikhildev0904/Birdz---Bird-Detection-Application

The aim of this project is to build an Mobile App to predict Indian bird...

20
Experimental
20 pryce-jones-systems/bird-watcher

Lightweight CCTV system for watching birds in a feeder/nesting box. Uses...

19
Experimental
21 HassanRady/160-bird-species-classification

classifying 160 species of birds using resnet50 by pytorch framework

17
Experimental
22 ousscher/bird-recognition-dl

This project focuses on bird species recognition using image classification...

12
Experimental
23 2mdipro7/aves-order-classifier

This repository contains the codes and CV model for classifying all known...

11
Experimental
24 mohamedamine99/Birds-450-species-image-classification

This project is an image classification task of 450 bird species using the...

11
Experimental