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 96 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	MarQuisCheshire/Pets-Face-Recognition Animal identification using face recognition based methods	46	Emerging	120	Python
4	mohammad-ghaderi/cat-dog-asm-cnn A Convolutional Neural Network implemented entirely from scratch in x86-64...	45	Emerging	168	Assembly
5	earhian/Humpback-Whale-Identification-1st- https://www.kaggle.com/c/humpback-whale-identification	43	Emerging	640	Python
6	CODAIT/magicat 🧙😺 magicat - Deep learning magic.. with the convenience of cat!	42	Emerging	26	JavaScript
7	stormy-ua/dog-breeds-classification Set of scripts and data for reproducing dog breed classification model...	41	Emerging	120	Jupyter Notebook
8	ypwhs/DogBreed_gluon kaggle Dog Breed Identification	39	Emerging	128	Jupyter Notebook
9	Joshmantova/Eagle-Vision Deployed bird classification webapp using Deep Learning, Docker, and...	37	Emerging	59	Python
10	Kawaeee/butt_or_bread Corgi butt or loaf of bread classifier (PyTorch + Streamlit)	34	Emerging	11	Jupyter Notebook
11	Devashish-Mishra-2003/Pawdentify A website to predict breed based on give image, make notes about pets,...	33	Emerging	2	JavaScript
12	klevis/CatAndDogRecognizer Java Cat&Dog Image Recognizer with Deep Neural Networks	33	Emerging	35	Java
13	aralroca/cat-dog-detection-tfjs Cat/Dog detection model in Tensorflow.js	30	Emerging	11	JavaScript
14	MDMEHEDIHASA/DogAdoptionWithMlFlow Dog Breed Detection & Adoption Platform	29	Experimental	2	—
15	RushikeshKothawade07/Dog_Vision Dog Vision: A web app that uses deep learning to identify dog breeds from...	26	Experimental	5	Jupyter Notebook
16	BoFu001/Catdog-cnn-from-scratch Deep learning project for classifying cat vs. dog images, built from scratch...	26	Experimental	3	Jupyter Notebook
17	Bitwise-01/Cambrian Classifying cats from dogs using machine learning	26	Experimental	5	JavaScript
18	kavishsanghvi/fauna-image-classification-using-convolutional-neural-network Convolutional neural network for classification of animal images on Animal-10 dataset	24	Experimental	16	Jupyter Notebook
19	khuyentran1401/dog_classifier A simple app to classify dogs using fastai and streamlit.	24	Experimental	17	Jupyter Notebook
20	krullmizter/dog-breed-id-fastai Using Python, Fast.ait, & the Stanford Dogs Breed dataset to create a CNN...	24	Experimental	2	Jupyter Notebook
21	urmzd/lepus-classifier A CNN research project exploring optimal image classification architectures...	23	Experimental	2	Jupyter Notebook
22	TatevKaren/convolutional-neural-network-image_recognition_case_study Computer Vision Case Study in image recognition to classify an image to a...	23	Experimental	21	Python
23	mdzaheerjk/Elephant-Species-Classification-using-Deep-Learning-and-Transfer-Learning This project builds an automated elephant species classifier using deep...	23	Experimental	7	—
24	dog-ceo/guess-that-dog A Tensorflow model trained on the dog.ceo image set and a web app to serve...	23	Experimental	2	TypeScript
25	AthulDilip/Tensorflow-Dog-Breed-Classifier Tensorflow Image classifier that can predict the breed of a dog from it...	22	Experimental	14	Python
26	AlexBatrakov/pytorch-pets-classifier PyTorch Oxford-IIIT Pets classifier with reproducible experiment tracking,...	22	Experimental	—	Python
27	arteon/animal-face Identify your animal type by analyzing your face using AI and MediaPipe’s...	22	Experimental	—	TypeScript
28	Chrisimana/cat-and-dog-image-classification Portofolio \| Machine Learning \| Project FreeCodeCamp	22	Experimental	—	Python
29	atsawinkz/cats-dogs-classification-vgg16 Image classification project to distinguish between cats and dogs using...	22	Experimental	—	Jupyter Notebook
30	Andrewwango/open-set-resnet Open set classification of car models. This 3-step classifier solves the...	21	Experimental	12	Jupyter Notebook
31	ysntrkc/cats-and-dogs-transfer-learning This is a Deep Learning project to classify Cats and Dogs.	20	Experimental	11	Jupyter Notebook
32	mraza007/Pizza-or-Not-a-Pizza It's a simple script that I wrote after getting inspired by famous Silicon...	20	Experimental	29	Python
33	chinmaykumar06/cats-vs-dogs-classifier This repository contains an ipython notebook which implements Convolutional...	20	Experimental	5	Jupyter Notebook
34	mohamedamine99/Keras-CNN-cats-vs-dogs-image-classification This project is an image classification project using a deep-learning based...	20	Experimental	12	Jupyter Notebook
35	Aml-Hassan-Abd-El-hamid/cat-breeds-classification-website cat breed classifer using Pytorch and flask	20	Experimental	12	Jupyter Notebook
36	rkeshwani/dog-mood A small web application built to use on your phone to identify the mood of your dog.	20	Experimental	1	JavaScript
37	black4305/animal-face 🐾 Which animal do you look like? AI-powered facial analysis using...	20	Experimental	1	TypeScript
38	varunmamtora06/FluffZone WebApp for animal lovers where they can upload informative blogs, post pet...	20	Experimental	7	JavaScript
39	krishpansara/PRODIGY_ML_03 Cats vs Dogs image classification using CNN as part of Prodigy InfoTech...	19	Experimental	—	Jupyter Notebook
40	mishafyi/hot-dog-or-not Compare how vision models reason about images — not just their accuracy scores	19	Experimental	—	TypeScript
41	Dheerajjha451/Meet_Your_Pet Meet Your Pet is not just a web application, It's a bridge between loving...	19	Experimental	7	Jupyter Notebook
42	AyushSingh360/Cat-Dog-Classifier Cat & Dog Classifier is a browser-based machine learning application that...	19	Experimental	5	TypeScript
43	Hamzah1507/Image-Classification-using-VGG16 VGG16 Transfer Learning — 7-class image classifier (flowers + gender...	19	Experimental	—	JavaScript
44	muqadasejaz/-Cat-vs-Dog-Image-Classification This project implements a deep learning–based image classification system to...	18	Experimental	3	Jupyter Notebook
45	nandiniigarg/PawPals Web based application to help find and connect with potential mates for...	17	Experimental	4	CSS
46	SaqibAMA/HOT-DOG-or-NOT-HOT-DOG Silicon Valley inspired binary classifier to identify hot-dogs and...	17	Experimental	3	Jupyter Notebook
47	yexiaopingguo/CatDogClassification_202201 python 93% acc. CNN Dogs Vs Cats ( Pytorch )	17	Experimental	5	Jupyter Notebook
48	oyetanishq/cat-dog-classifier Cat-Dog classifier based on pre-trained model (MobileNet)	17	Experimental	4	TypeScript
49	abdulrehmandev/dog-breed-identifier A deep learning-powered Flask web app that identifies dog breeds from images...	16	Experimental	7	HTML
50	daspartho/is-it-huggable An image classifier to classify things as huggable or not.	16	Experimental	28	Jupyter Notebook
51	SBanditaDas/Real-Time-Image-Classification-of-Animals 🐾 This project builds a deep learning model to classify animals from images...	16	Experimental	1	Jupyter Notebook
52	khuy410/pet-feeding-system-using-rtc 🐾 Automate pet feeding with precise real-time control using an RTC module,...	15	Experimental	1	Python
53	nishagoswamii/Cat-Dog-Classification A CNN-based image classifier distinguishing cats and dogs with high accuracy.	15	Experimental	—	Jupyter Notebook
54	ArianJr/cnn-image-classifier A modular Convolutional Neural Network (CNN) built with TensorFlow/Keras for...	15	Experimental	—	Jupyter Notebook
55	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...	15	Experimental	—	Python
56	FPT-ThaiTuan/Transfer-Learning-Use-Inception-v3-For-Image-Classification Transfer Learning uses Inception v3 to classify human and horse images with...	15	Experimental	6	Jupyter Notebook
57	yogender-ai/knn-cat-dog-demo KNN algorithm from scratch for cat vs dog image classification using Python....	15	Experimental	7	HTML
58	Gnopal1132/DogsVsCat Image classification on famous DogVsCat dataset	15	Experimental	2	PureBasic
59	Nexdata-AI/64378-Images-Data-of-1073-Dogs-Noses Images Data of Dogs' Noses	15	Experimental	2	—
60	AdilShamim8/Cat_Vs_Dog_Image_Classification_Project A deep learning CNN project that teaches a model to distinguish cats from dogs.	14	Experimental	3	Jupyter Notebook
61	nisargwaghmare/cats-vs-dogs-image-classifier CNN-based Image Classification using TensorFlow (Cats vs Dogs) with GPU...	14	Experimental	—	Python
62	abdullahnaveedan/Cats-and-dogs-identifire Cats and Dogs Classifications	14	Experimental	1	Jupyter Notebook
63	Vatshayan/List-of-Animals-Data-Classification- Classification & Visualization of List of Animals Data set using Machine...	14	Experimental	1	Jupyter Notebook
64	mickeygls2012/knn-cat-dog-demo 🐾 Explore K-Nearest Neighbors for cat vs dog image classification, diving...	14	Experimental	—	HTML
65	kpatel0170/SpyPooch Save your maniac pet with SpyPooch	14	Experimental	1	JavaScript
66	Routhleck/animal_detect_paddle The basic course of artificial intelligence of BJTU, 12 kinds of animal...	14	Experimental	7	Jupyter Notebook
67	sidharth178/Cat-Dog-Classification-Flask-App This is a flask web app which classify whether images contain either a dog or cat.	14	Experimental	9	Jupyter Notebook
68	Floodlite/DogsVSCats It is a question that man has asked for eons: "Does this image contain a dog...	14	Experimental	—	Python
69	Rafagars/Dogs-and-Cats-CNN-API Red Neuronal Convolucional (CNN) encargada de clasificar imagenes de perros...	14	Experimental	—	Jupyter Notebook
70	Wrangler1-jp/Cat-vs-Dog-CNN-Image-Classifier 🐱 Classify cat and dog images using a Convolutional Neural Network,...	14	Experimental	—	Jupyter Notebook
71	dejanjovic1283-ui/cats-vs-dogs-cnn Cats vs Dogs image classifier using CNN (TensorFlow, Keras, Google Colab, GPU)	14	Experimental	—	Jupyter Notebook
72	nguy3ntt/animals_classification Deep learning project for animal image classification using simple CNNs and...	14	Experimental	—	Jupyter Notebook
73	sclee0724/Whale_Fin_Image_Classification_Project 🐳 Whale Fin Image Classification	14	Experimental	1	HTML
74	shervinnd/Oxford-IIIT-Pet-Classification-with-ResNet50 This project uses ResNet50 to classify 37 pet breeds from the Oxford-IIIT...	14	Experimental	3	Jupyter Notebook
75	aeno-ai/DogScanAI DogScanAI is an app that gives the most accurate possible breed of a dog...	14	Experimental	—	JavaScript
76	nano-bot01/Dog-Vs-Cat-Classification Dog Vs Cat Classification using Convolutional Neural Network (CNN)	13	Experimental	5	Jupyter Notebook
77	AlvaroVasquezAI/Animal_Image_Classification An animal classification system developed using transfer learning with the...	13	Experimental	2	Jupyter Notebook
78	cyyeh/dog-breed-classifier-project Udacity Machine Learning Engineer Nanodegree Capstone Project	12	Experimental	3	JavaScript
79	CamilleAstrid/fr.univ-tlse3.Datamining_Ecological_impacts_of_pet_cats Analyse et prédiction de l'impact des chats domestiques sur l'écologie...	12	Experimental	1	HTML
80	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...	12	Experimental	1	—
81	hnthap/cat-or-dog An End-to-end AI Application classifying images as either a cat or a dog....	11	Experimental	—	TypeScript
82	2025-Arizona-Opportunity-Hack-Summer/HackKind-SequoiaHumaneSociety PetMatch 🐾 is a machine learning-powered adoption platform that matches...	11	Experimental	—	JavaScript
83	Siddhantv1/snuffle A platform for rehoming and adoption of pets.	11	Experimental	—	JavaScript
84	LinggarM/Dog-vs-Cat-Classification-with-Transfer-Learning-using-VGG16 Implementation of binary classification with Dog and Cat images using VGG16...	11	Experimental	2	Jupyter Notebook
85	carson-evans/cat-dog-classifier Solution to freeCodeCamp.org Cat or Dog Image Classifier with Google Colaboratory	11	Experimental	2	Jupyter Notebook
86	aniqusman/cat-dog-classifier Hi! I’m Aniq Usman, 11 years old. Using Deep Learning and Python, I built a...	11	Experimental	—	Python
87	zolppy/cats-and-dogs-classifier Implementation of two models using a convolutional neural network (CNN) to...	11	Experimental	—	Jupyter Notebook
88	gorkemturkut57/Cat-vs-Dog-Classifier-Comparison---Custom-CNN-vs-VGG-16 This project presents a detailed comparison between a custom-designed CNN...	11	Experimental	—	Jupyter Notebook
89	priyanshudutta04/Cats-Vs-Dogs Cats vs Dogs Classification using CNN	11	Experimental	2	Jupyter Notebook
90	GraysonWills/kaggle-dog-breed-identification Kaggle competition: Dog Breed Identification	11	Experimental	—	—
91	BetoAvila/DoggoNet CNN for image clasification featuring my 4 dogs (Katy, Luna, Jack and Volt)...	11	Experimental	2	Jupyter Notebook
92	Murci20965/cat-dog-classifier An end-to-end Cat vs. Dog image classifier built with FastAI, served via a...	11	Experimental	—	Python
93	japgarrido/Exploratory-Analysis-of-CNN This project involves an exploratory analysis of the capabilities of...	10	Experimental	1	HTML
94	Prem07a/Dog_Cat Build and train a deep learning model to classify cat and dog images, with...	10	Experimental	1	PureBasic
95	lakshman533/Dog-Breed-Identifier This Repo walks you through one of the most popular Udacity projects across...	10	Experimental	1	HTML
96	jgurakuqi/deep-learning-based-dog-breed-classifier The goal of the project is to improve a kaggle project about Dog Breed...	10	Experimental	1	Jupyter Notebook