Cat Dog Classification ML Frameworks

Educational image classification projects using CNNs to distinguish between cats and dogs. Includes implementations with transfer learning, various frameworks (TensorFlow, FastAI), and deployment examples. Does NOT include multi-class animal classification, general pet adoption platforms, or broader computer vision applications beyond the cat-dog classification task.

There are 138 cat dog classification frameworks tracked. The highest-rated is ardamavi/Dog-Cat-Classifier at 49/100 with 145 stars.

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#	Framework	Score	Tier	Stars	Language
1	ardamavi/Dog-Cat-Classifier Dog and cat image classifier with deep learning	49	Emerging	145	Python
2	AlexiaJM/Deep-learning-with-cats Deep learning with cats (^._.^)	48	Emerging	1,434	Python
3	CODAIT/magicat 🧙😺 magicat - Deep learning magic.. with the convenience of cat!	47	Emerging	26	JavaScript
4	MarQuisCheshire/Pets-Face-Recognition Animal identification using face recognition based methods	46	Emerging	120	Python
5	mohammad-ghaderi/cat-dog-asm-cnn A Convolutional Neural Network implemented entirely from scratch in x86-64...	45	Emerging	168	Assembly
6	earhian/Humpback-Whale-Identification-1st- https://www.kaggle.com/c/humpback-whale-identification	43	Emerging	640	Python
7	Kawaeee/butt_or_bread Corgi butt or loaf of bread classifier (PyTorch + Streamlit)	41	Emerging	11	Jupyter Notebook
8	stormy-ua/dog-breeds-classification Set of scripts and data for reproducing dog breed classification model...	41	Emerging	120	Jupyter Notebook
9	ypwhs/DogBreed_gluon kaggle Dog Breed Identification	39	Emerging	128	Jupyter Notebook
10	Devashish-Mishra-2003/Pawdentify A website to predict breed based on give image, make notes about pets,...	39	Emerging	2	JavaScript
11	aralroca/cat-dog-detection-tfjs Cat/Dog detection model in Tensorflow.js	37	Emerging	11	JavaScript
12	Joshmantova/Eagle-Vision Deployed bird classification webapp using Deep Learning, Docker, and...	37	Emerging	59	Python
13	MDMEHEDIHASA/DogAdoptionWithMlFlow Dog Breed Detection & Adoption Platform	35	Emerging	2	—
14	klevis/CatAndDogRecognizer Java Cat&Dog Image Recognizer with Deep Neural Networks	33	Emerging	35	Java
15	Bitwise-01/Cambrian Classifying cats from dogs using machine learning	33	Emerging	5	JavaScript
16	RushikeshKothawade07/Dog_Vision Dog Vision: A web app that uses deep learning to identify dog breeds from...	33	Emerging	5	Jupyter Notebook
17	BoFu001/Catdog-cnn-from-scratch Deep learning project for classifying cat vs. dog images, built from scratch...	32	Emerging	3	Jupyter Notebook
18	khuyentran1401/dog_classifier A simple app to classify dogs using fastai and streamlit.	31	Emerging	17	Jupyter Notebook
19	kavishsanghvi/fauna-image-classification-using-convolutional-neural-network Convolutional neural network for classification of animal images on Animal-10 dataset	31	Emerging	16	Jupyter Notebook
20	dog-ceo/guess-that-dog A Tensorflow model trained on the dog.ceo image set and a web app to serve...	30	Emerging	2	TypeScript
21	TatevKaren/convolutional-neural-network-image_recognition_case_study Computer Vision Case Study in image recognition to classify an image to a...	30	Emerging	21	Python
22	AthulDilip/Tensorflow-Dog-Breed-Classifier Tensorflow Image classifier that can predict the breed of a dog from it...	29	Experimental	14	Python
23	krullmizter/dog-breed-id-fastai Using Python, Fast.ait, & the Stanford Dogs Breed dataset to create a CNN...	28	Experimental	2	Jupyter Notebook
24	Andrewwango/open-set-resnet Open set classification of car models. This 3-step classifier solves the...	28	Experimental	12	Jupyter Notebook
25	rkeshwani/dog-mood A small web application built to use on your phone to identify the mood of your dog.	27	Experimental	1	JavaScript
26	varunmamtora06/FluffZone WebApp for animal lovers where they can upload informative blogs, post pet...	27	Experimental	7	JavaScript
27	Aml-Hassan-Abd-El-hamid/cat-breeds-classification-website cat breed classifer using Pytorch and flask	27	Experimental	12	Jupyter Notebook
28	mraza007/Pizza-or-Not-a-Pizza It's a simple script that I wrote after getting inspired by famous Silicon...	27	Experimental	29	Python
29	chinmaykumar06/cats-vs-dogs-classifier This repository contains an ipython notebook which implements Convolutional...	27	Experimental	5	Jupyter Notebook
30	mohamedamine99/Keras-CNN-cats-vs-dogs-image-classification This project is an image classification project using a deep-learning based...	27	Experimental	12	Jupyter Notebook
31	ysntrkc/cats-and-dogs-transfer-learning This is a Deep Learning project to classify Cats and Dogs.	27	Experimental	11	Jupyter Notebook
32	AyushSingh360/Cat-Dog-Classifier Cat & Dog Classifier is a browser-based machine learning application that...	26	Experimental	5	TypeScript
33	Dheerajjha451/Meet_Your_Pet Meet Your Pet is not just a web application, It's a bridge between loving...	26	Experimental	7	Jupyter Notebook
34	mdzaheerjk/Elephant-Species-Classification-using-Deep-Learning-and-Transfer-Learning This project builds an automated elephant species classifier using deep...	25	Experimental	7	—
35	yexiaopingguo/CatDogClassification_202201 python 93% acc. CNN Dogs Vs Cats ( Pytorch )	24	Experimental	5	Jupyter Notebook
36	nandiniigarg/PawPals Web based application to help find and connect with potential mates for...	24	Experimental	4	CSS
37	SaqibAMA/HOT-DOG-or-NOT-HOT-DOG Silicon Valley inspired binary classifier to identify hot-dogs and...	24	Experimental	3	Jupyter Notebook
38	urmzd/lepus-classifier A CNN research project exploring optimal image classification architectures...	23	Experimental	2	Jupyter Notebook
39	daspartho/is-it-huggable An image classifier to classify things as huggable or not.	23	Experimental	28	Jupyter Notebook
40	abdulrehmandev/dog-breed-identifier A deep learning-powered Flask web app that identifies dog breeds from images...	23	Experimental	7	HTML
41	Gnopal1132/DogsVsCat Image classification on famous DogVsCat dataset	22	Experimental	2	PureBasic
42	atsawinkz/cats-dogs-classification-vgg16 Image classification project to distinguish between cats and dogs using...	22	Experimental	—	Jupyter Notebook
43	Chrisimana/cat-and-dog-image-classification Portofolio \| Machine Learning \| Project FreeCodeCamp	22	Experimental	—	Python
44	AlexBatrakov/pytorch-pets-classifier PyTorch Oxford-IIIT Pets classifier with reproducible experiment tracking,...	22	Experimental	—	Python
45	muqadasejaz/-Cat-vs-Dog-Image-Classification This project implements a deep learning–based image classification system to...	22	Experimental	3	Jupyter Notebook
46	black4305/animal-face 🐾 Which animal do you look like? AI-powered facial analysis using...	22	Experimental	1	TypeScript
47	FPT-ThaiTuan/Transfer-Learning-Use-Inception-v3-For-Image-Classification Transfer Learning uses Inception v3 to classify human and horse images with...	22	Experimental	6	Jupyter Notebook
48	sclee0724/Whale_Fin_Image_Classification_Project 🐳 Whale Fin Image Classification	21	Experimental	1	HTML
49	AdilShamim8/Cat_Vs_Dog_Image_Classification_Project A deep learning CNN project that teaches a model to distinguish cats from dogs.	21	Experimental	3	Jupyter Notebook
50	kpatel0170/SpyPooch Save your maniac pet with SpyPooch	21	Experimental	1	JavaScript
51	sidharth178/Cat-Dog-Classification-Flask-App This is a flask web app which classify whether images contain either a dog or cat.	21	Experimental	9	Jupyter Notebook
52	arteon/animal-face Identify your animal type by analyzing your face using AI and MediaPipe’s...	21	Experimental	—	TypeScript
53	abdullahnaveedan/Cats-and-dogs-identifire Cats and Dogs Classifications	21	Experimental	1	Jupyter Notebook
54	Routhleck/animal_detect_paddle The basic course of artificial intelligence of BJTU, 12 kinds of animal...	21	Experimental	7	Jupyter Notebook
55	Vatshayan/List-of-Animals-Data-Classification- Classification & Visualization of List of Animals Data set using Machine...	21	Experimental	1	Jupyter Notebook
56	Hamzah1507/Image-Classification-using-VGG16 VGG16 Transfer Learning — 7-class image classifier (flowers + gender...	21	Experimental	—	JavaScript
57	krishpansara/PRODIGY_ML_03 Cats vs Dogs image classification using CNN as part of Prodigy InfoTech...	21	Experimental	—	Jupyter Notebook
58	mishafyi/hot-dog-or-not Compare how vision models reason about images — not just their accuracy scores	21	Experimental	—	TypeScript
59	nano-bot01/Dog-Vs-Cat-Classification Dog Vs Cat Classification using Convolutional Neural Network (CNN)	20	Experimental	5	Jupyter Notebook
60	AlvaroVasquezAI/Animal_Image_Classification An animal classification system developed using transfer learning with the...	20	Experimental	2	Jupyter Notebook
61	SBanditaDas/Real-Time-Image-Classification-of-Animals 🐾 This project builds a deep learning model to classify animals from images...	20	Experimental	1	Jupyter Notebook
62	oyetanishq/cat-dog-classifier Cat-Dog classifier based on pre-trained model (MobileNet)	20	Experimental	4	TypeScript
63	shervinnd/Oxford-IIIT-Pet-Classification-with-ResNet50 This project uses ResNet50 to classify 37 pet breeds from the Oxford-IIIT...	20	Experimental	3	Jupyter Notebook
64	cyyeh/dog-breed-classifier-project Udacity Machine Learning Engineer Nanodegree Capstone Project	19	Experimental	3	JavaScript
65	CamilleAstrid/fr.univ-tlse3.Datamining_Ecological_impacts_of_pet_cats Analyse et prédiction de l'impact des chats domestiques sur l'écologie...	19	Experimental	1	HTML
66	BetoAvila/DoggoNet CNN for image clasification featuring my 4 dogs (Katy, Luna, Jack and Volt)...	18	Experimental	2	Jupyter Notebook
67	priyanshudutta04/Cats-Vs-Dogs Cats vs Dogs Classification using CNN	18	Experimental	2	Jupyter Notebook
68	LinggarM/Dog-vs-Cat-Classification-with-Transfer-Learning-using-VGG16 Implementation of binary classification with Dog and Cat images using VGG16...	18	Experimental	2	Jupyter Notebook
69	carson-evans/cat-dog-classifier Solution to freeCodeCamp.org Cat or Dog Image Classifier with Google Colaboratory	18	Experimental	2	Jupyter Notebook
70	jgurakuqi/deep-learning-based-dog-breed-classifier The goal of the project is to improve a kaggle project about Dog Breed...	17	Experimental	1	Jupyter Notebook
71	khuy410/pet-feeding-system-using-rtc 🐾 Automate pet feeding with precise real-time control using an RTC module,...	17	Experimental	1	Python
72	lakshman533/Dog-Breed-Identifier This Repo walks you through one of the most popular Udacity projects across...	17	Experimental	1	HTML
73	HumasFurquan/Cat-VS-Dog-Prediction-made-whole-by-writing-code-20-Epoch- A Streamlit-based Cat vs Dog image classifier using a CNN trained with...	17	Experimental	—	Python
74	Prem07a/Dog_Cat Build and train a deep learning model to classify cat and dog images, with...	17	Experimental	1	PureBasic
75	nishagoswamii/Cat-Dog-Classification A CNN-based image classifier distinguishing cats and dogs with high accuracy.	17	Experimental	—	Jupyter Notebook
76	japgarrido/Exploratory-Analysis-of-CNN This project involves an exploratory analysis of the capabilities of...	17	Experimental	1	HTML
77	Nexdata-AI/64378-Images-Data-of-1073-Dogs-Noses Images Data of Dogs' Noses	17	Experimental	2	—
78	ArianJr/cnn-image-classifier A modular Convolutional Neural Network (CNN) built with TensorFlow/Keras for...	17	Experimental	—	Jupyter Notebook
79	yogender-ai/knn-cat-dog-demo KNN algorithm from scratch for cat vs dog image classification using Python....	15	Experimental	7	HTML
80	kirubel4/Multi-class-Dog-Breed-Classification In this project, we implement a machine learning model for multi-class...	15	Experimental	2	Jupyter Notebook
81	ahmadlaiq/wildvsnowild Wild vs No Wild : Flask app Using Convolutional Neural Network (CNN) to...	14	Experimental	17	Jupyter Notebook
82	dejanjovic1283-ui/cats-vs-dogs-cnn Cats vs Dogs image classifier using CNN (TensorFlow, Keras, Google Colab, GPU)	14	Experimental	—	Jupyter Notebook
83	nguy3ntt/animals_classification Deep learning project for animal image classification using simple CNNs and...	14	Experimental	—	Jupyter Notebook
84	Rafagars/Dogs-and-Cats-CNN-API Red Neuronal Convolucional (CNN) encargada de clasificar imagenes de perros...	14	Experimental	—	Jupyter Notebook
85	mickeygls2012/knn-cat-dog-demo 🐾 Explore K-Nearest Neighbors for cat vs dog image classification, diving...	14	Experimental	—	HTML
86	Wrangler1-jp/Cat-vs-Dog-CNN-Image-Classifier 🐱 Classify cat and dog images using a Convolutional Neural Network,...	14	Experimental	—	Jupyter Notebook
87	Floodlite/DogsVSCats It is a question that man has asked for eons: "Does this image contain a dog...	14	Experimental	—	Python
88	dostonshernazarov/AnimalsClassificationModel AnimalsClassificationModel is a Python app that classifies animals from...	14	Experimental	16	Python
89	gogotalk/furkids-ai-confounder-recruitment Furkids AI 招募儲備技術合夥人｜Decode the silent language of pets, build the world’s...	14	Experimental	1	—
90	aniqusman/cat-dog-classifier Hi! I’m Aniq Usman, 11 years old. Using Deep Learning and Python, I built a...	13	Experimental	—	Python
91	zolppy/cats-and-dogs-classifier Implementation of two models using a convolutional neural network (CNN) to...	13	Experimental	—	Jupyter Notebook
92	sjapanjots/Dog_Vs_Cat_Deep_Learning This GitHub repository📁 houses a powerful deep learning 💻model designed for...	13	Experimental	3	Jupyter Notebook
93	GraysonWills/kaggle-dog-breed-identification Kaggle competition: Dog Breed Identification	13	Experimental	—	—
94	gorkemturkut57/Cat-vs-Dog-Classifier-Comparison---Custom-CNN-vs-VGG-16 This project presents a detailed comparison between a custom-designed CNN...	13	Experimental	—	Jupyter Notebook
95	Murci20965/cat-dog-classifier An end-to-end Cat vs. Dog image classifier built with FastAI, served via a...	13	Experimental	—	Python
96	mftnakrsu/cats-and-dogs-CNN-v2 Francois Challot cats and dogs project	13	Experimental	10	Jupyter Notebook
97	aeno-ai/DogScanAI DogScanAI is an app that gives the most accurate possible breed of a dog...	13	Experimental	—	JavaScript
98	Siddhantv1/snuffle A platform for rehoming and adoption of pets.	13	Experimental	—	JavaScript
99	2025-Arizona-Opportunity-Hack-Summer/HackKind-SequoiaHumaneSociety PetMatch 🐾 is a machine learning-powered adoption platform that matches...	13	Experimental	—	JavaScript
100	hnthap/cat-or-dog An End-to-end AI Application classifying images as either a cat or a dog....	13	Experimental	—	TypeScript
101	MatheusOtenio/cat-dog-image-classifier Classify images of cats and dogs using a mixed dataset. built using Machine...	12	Experimental	6	Jupyter Notebook
102	InflixOP/Breed-Prediction This project focuses on using artificial intelligence and neural networks to...	12	Experimental	6	Jupyter Notebook
103	muhammadravi251001/pet-image-classification Code for classifying pet image dataset using a supervised learning approach:...	11	Experimental	—	Python
104	nisargwaghmare/cats-vs-dogs-image-classifier CNN-based Image Classification using TensorFlow (Cats vs Dogs) with GPU...	11	Experimental	—	Python
105	Programmer-RD-AI-Archive/Dog-or-Cat-V2-TL Dog-or-Cat-V2	11	Experimental	—	Jupyter Notebook
106	elizadoltu/catology-project Catology is a system able to classify a cat as belonging to one breed.	11	Experimental	—	Python
107	lmasello/Dog-breed-classifier A convolutional neural network model that estimates canine breeds.	11	Experimental	—	HTML
108	SakshamSaxena0-0/Pet-Prediction Pet_Prediction is a simple project using a Convolutional Neural Network...	11	Experimental	—	Python
109	SaidiSouhaieb/Keras-Binary-Classification Classify images as cats 🐱 or dogs 🐶	11	Experimental	3	Jupyter Notebook
110	Nurbek-web/maxi_or_kairat Classify images of Kairat Nurtas and Maxi Чай with 99.9% accuracy!	11	Experimental	3	Jupyter Notebook
111	Paulymorphous/Dog-or-cat-classifier In this program, we will train a convolutional neural network with a...	11	Experimental	—	Jupyter Notebook
112	rfpompeu/backend-is-cat-or-not Back-End da aplicação is cat or not	11	Experimental	—	Python
113	codexponent/catdogclassification 🐱 🐶Cat Dog Classification on Keras	11	Experimental	—	Java
114	MortadhaMannai/XAI_GridSearch_CatsVSDogs_EffNetV2 A project focusing on binary classification using Explainable Artificial...	11	Experimental	3	Jupyter Notebook
115	Shailesh-Padhariya/CNN-Cat-or-Dog This project uses a Convolutional Neural Network (CNN) to classify images of...	11	Experimental	1	Jupyter Notebook
116	povstenko/cats-classification 🐱 Building a Logistic regression Using Neural Networks: Cat Image Classification	11	Experimental	—	Jupyter Notebook
117	dkozykowski/Pets-breeds-classification Pets breed classification model with Keras & Tensorflow	11	Experimental	—	Jupyter Notebook
118	rooneyrulz/cat-dog-classifier Building a model using a convolutional neural network that well-classifying...	11	Experimental	—	Jupyter Notebook
119	ljkeller/WhatDog Hot dog, wiener dog, or corn dog?	11	Experimental	—	Jupyter Notebook
120	Mateorovere/Dog_breed_classification Dog Breed Recognition is a web app that uses deep learning to classify dog...	11	Experimental	4	JavaScript
121	davydantoniuk/multi-class-animal-classifier Compare ML and DL models in multiclass classification.	11	Experimental	—	HTML
122	henriqueedu2001/ai-cat-classifier A CNN based model for cat breed classification.	11	Experimental	—	Jupyter Notebook
123	benz2012/deep-doge Quickly identify your doggo.	11	Experimental	—	JavaScript
124	willyfh/cat-breed-classification-using-cnn Cat Breed Classification Using Convolutional Neural Networks	11	Experimental	4	Jupyter Notebook
125	hdgiacon/cats_and_dogs_classify Projeto de visão computacional para análise e comparação de modelos...	11	Experimental	—	Jupyter Notebook
126	Harishreddyyarramada/Dog-and-Cat-Image-Classifier Dog and Cat Image Classifier – A CNN-based image classification system that...	11	Experimental	—	JavaScript
127	CLoaKY233/WhiskersApp A Rust-based desktop application with a GUI for a PyTorch binary classifier...	11	Experimental	—	TypeScript
128	mohammadhprp/k9-vision A deep learning project leveraging TensorFlow and transfer learning to...	11	Experimental	3	Jupyter Notebook
129	Kampi/DogsVsCats Kaggle Dogs vs. Cats challenge.	11	Experimental	—	Java
130	mslawsky/horses-or-humans-image-classifier This repository contains a convolutional neural network for classifying...	10	Experimental	1	—
131	mahadi-nahid/Kaggle-MHN Kaggle Dogs vs Cats Test	10	Experimental	2	Jupyter Notebook
132	crizmo/CatLoafAI Cat Loaf Rater is a machine learning-powered web application to train and...	10	Experimental	2	JavaScript
133	Depth-Semantic-Aware-Image-Generation/Kaggle_Happywhale-Whale-and-Dolphin-Identification In this competition, you'll develop a model to identify individual whales...	10	Experimental	2	Jupyter Notebook
134	wildanmujjahid29/Dogs-Cats-Image-Classifacation Model Mechine Learning Untuk Klasifikasi antara gambar anjing dan kucing	10	Experimental	2	Jupyter Notebook
135	IchaAgni/Animal-Faces Image Classification Project @Dicoding	10	Experimental	1	Jupyter Notebook
136	jpraynaud/petfinder-pawpularity Notebooks and scripts for a Kaggle competition	10	Experimental	2	Jupyter Notebook
137	kastentx/magicat 🧙😺 magicat - Deep learning magic.. with the convenience of cat!	10	Experimental	2	JavaScript
138	Purushothaman-natarajan/Binary-Image-Classification This repository contains implementation and evaluation scripts for various...	10	Experimental	2	HTML