Light

aliyoussef96 / insights-into-few-shot-learning-for-scene-classification Goto Github PK

View Code? Open in Web Editor NEW

This project forked from mohmedsoudy/insights-into-few-shot-learning-for-scene-classification

0.0 1.0 0.0 21.55 MB

License: GNU General Public License v3.0

Jupyter Notebook 100.00%

insights-into-few-shot-learning-for-scene-classification's Introduction

Insights-into-few-shot-learning-for-scene-classification

Datasets

MiniSun

The MiniSun dataset contains 100 classes randomly chosen from sun397 with 100 images of size 84×84 pixels per class. It is split into 64 base classes, 16 validation classes and 20 novel classes.

MiniPlaces

The MiniPlaces dataset contains 100 classes randomly chosen from Places with 600 images of size 84×84 pixels per class. It is split into 64 base classes, 16 validation classes and 20 novel classes.

Pipeline

Proposed models

Results

	MiniSun
k-way	5	5
n-shot	5	1
MobileNetV2	20.16 ± 0.011
Conv4	39.14 ± 0.015	26.03 ± 0.013
Conv6	33.42 ± 0.015	24.58 ± 0.012
Conv8	29.32 ± 0.012	21.48 ± 0.011
MobileBlock1	40.12 ± 0.015	30.86 ± 0.01
MobileConv	47.5 ± 0.0158	30.72 ± 0.013

	MiniPlaces
k-way	5	5
n-shot	5	1
Conv4	27.9 ± 0.014	29.62 ± 0.013
Conv6	19.84 ± 0.007	21.42 ± 0.009
Conv8	25.2 ± 0.011	21.14 ± 0.004
MobileConv	34.64 ± 0.014	26.36 ± 0.013

insights-into-few-shot-learning-for-scene-classification's People

Contributors

Watchers

Recommend Projects

React

A declarative, efficient, and flexible JavaScript library for building user interfaces.
Vue.js

🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
Typescript

TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
TensorFlow

An Open Source Machine Learning Framework for Everyone
Django

The Web framework for perfectionists with deadlines.
Laravel

A PHP framework for web artisans
D3

Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

javascript

JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
web

Some thing interesting about web. New door for the world.
server

A server is a program made to process requests and deliver data to clients.
Machine learning

Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Visualization

Some thing interesting about visualization, use data art
Game

Some thing interesting about game, make everyone happy.

Recommend Org

Facebook

We are working to build community through open source technology. NB: members must have two-factor auth.
Microsoft

Open source projects and samples from Microsoft.
Google

Google ❤️ Open Source for everyone.
Alibaba

Alibaba Open Source for everyone
D3

Data-Driven Documents codes.
Tencent

China tencent open source team.