Sketch Recognition Games ML Frameworks

Interactive web/mobile games and applications that use ML to recognize hand-drawn sketches and doodles in real-time gameplay. Includes drawing prediction, guessing games, and sketch classification systems. Does NOT include general drawing tools, wireframing applications, robotic drawing systems, or non-game sketch detection projects.

There are 39 sketch recognition games frameworks tracked. 1 score above 50 (established tier). The highest-rated is vietnh1009/QuickDraw at 50/100 with 1,111 stars.

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# Framework Score Tier
1 vietnh1009/QuickDraw

Implementation of Quickdraw - an online game developed by Google

50
Established
2 vietnh1009/QuickDraw-AirGesture-tensorflow

Implementation of QuickDraw - an online game developed by Google, combined...

44
Emerging
3 ssusnic/Machine-Learning-Doodle-Recognition

A project on making a game like Quick Draw using Machine Learning with...

41
Emerging
4 studiomoniker/Quickdraw-appendix

Dataset of 25k penises: an appendix to the Quick, Draw! Dataset

36
Emerging
5 larswaechter/quickdraw-cnn

A convolutional neural network using Tensorflow and Google's Quick, Draw!...

36
Emerging
6 xenova/doodle-dash

Doodle Dash, an ML-powered web game that runs completely in your browser,...

36
Emerging
7 xgoga/FastRoboticPencilDrawing

Work and research repository for pencil drawing robot application development.

33
Emerging
8 Explore-In-HMS/LearningNumbers

A guide to help kids learn numbers!

32
Emerging
9 reevald/MathEdu

An application to learn flat shapes through an AI-based guessing game.

29
Experimental
10 MindExMachina/robosketch-rnn

Let a robot continue your drawings using SketchRNN.

29
Experimental
11 mime-dream-team/mime-frontend

An easy-to-use, minimalist wireframing app powered by machine learning

27
Experimental
12 Suji04/doodle_classifier

A CNN model to classify hand drawn doodles.

27
Experimental
13 sabikrahat/bangla_handwritten_math_solver_flutter_app

A frontend app where the input was sent to a django shelf server and then...

24
Experimental
14 amanbind007/Drawing-Guesser-iOS

iOS App that guesses what you have drawn. It is created using SwiftUI...

23
Experimental
15 ParvaShah/TensorflowJS-Doodle-Recognition

Doodle Classifier using TensorFlowjs. Used hybrid model of MobileNet and ResNet CNN.

22
Experimental
16 Evozone/text-to-doodle

A web application for a hybrid AI agent that draws doodles from text input

22
Experimental
17 jtiscione/doodlecritic

Neural network that evaluates doodles as you draw

21
Experimental
18 hadiuzzaman524/digit-recognition-with-tflite

A mobile app that can take handwritten input from a touch screen and...

20
Experimental
19 TarekAlQaddy/emoji-guess-machine-learning-in-js

Prototype drawing app that guesses the correct emoji by machine learning

19
Experimental
20 Yousef0M/Sketch_Recognizer_Ai

Artificial intelligence is used in the project to predict what are you drawing.

19
Experimental
21 kebtes/doodle.predict

A web app that predicts your doodles in real time using a model trained on...

18
Experimental
22 darthbirb/sketcher

Sketch Recognition Web App

17
Experimental
23 mikeesto/guess-sketch

:mag: Can you guess what Magenta's sketch-rnn model is drawing?

17
Experimental
24 Eversmile12/susanna-client

This is cool! I and @MicheleVece created this fancy project called Susanna...

17
Experimental
25 kylecorry31/DoodleNet

A web app which uses TensorflowJS and the webcam to play a game of Pictionary.

16
Experimental
26 121ssdfdfsv/HeyTeaAutoDrawer

🖌️ Automate image drawing in specific apps on Windows with this Python...

14
Experimental
27 KashifKhn/drawbell

DrawBell — Wake up or keep drawing. An alarm app powered by on-device AI...

14
Experimental
28 haldonmez/dilective-app

This is the first implementation of a canvas input-output boilerplate will...

13
Experimental
29 bibs2091/Guess-my-shape

Deep learning version of skribbl game (drawing and guessing).

13
Experimental
30 mime-dream-team/tf-model-training

A TensorFlow.js model training on circle, square, and line strokes drawn on...

11
Experimental
31 larissabenedet/draw-and-react

Draw & React is a fun web app that uses a model trained with Google's...

11
Experimental
32 learodrigo/doodle-classifier

Building a "doodle classifier" using the Google "Quick, Draw!" dataset and a...

11
Experimental
33 akashmeshram/ML-Sketch-Brush

This simple program lets you draw pattern with a circular brush by moving your face.

11
Experimental
34 memetsumer/Doodle-Classifier

Predicting doodles

11
Experimental
35 pranavjayaraj/Machine-learning-Digit-recognizer

A try at integrating my passion for Machine Learning with my knowledge in...

11
Experimental
36 LLeon360/SketchSearch

This is a web application that allows a user to sketch a doodle to search...

11
Experimental
37 Telexine/KubeKeras

Dockerize version of Machine Learning Telexine/colorizeSketch / Anime...

10
Experimental
38 Daniel-EST/interactive-doodle-recognition

This work trains a Deep Neural Network to classify doodles from the Google's...

10
Experimental
39 rex2022-hand-draw/PresentationRepo

Repository for the Research Experience project which aims to classify if a...

10
Experimental