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Resnet 18 Finetuned Eurosat
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Resnet 18 Finetuned Eurosat

Developed by amyeroberts
An image classification model fine-tuned on the EuroSAT dataset based on the ResNet-18 architecture
Image Classification
Transformers
Open Source License:Apache-2.0#Remote Sensing Image Classification#ResNet Fine-tuning#Few-shot Learning
Downloads 14
Release Time : 7/5/2022

Model Overview

This model is a fine-tuned version of the Microsoft ResNet-18 architecture on the EuroSAT remote sensing image dataset, primarily used for land cover classification tasks.

Model Features

Lightweight Architecture
Utilizes the ResNet-18 architecture, which has fewer parameters and lower computational requirements compared to deeper ResNet models.
Remote Sensing Image Classification
Specifically optimized for the EuroSAT remote sensing image dataset.
Transfer Learning
Fine-tuned based on the pre-trained ResNet-18 model, leveraging pre-trained features effectively.

Model Capabilities

Satellite Image Classification
Land Cover Identification
Remote Sensing Image Analysis

Use Cases

Environmental Monitoring
Land Use Classification
Identify different land types in satellite images
Agricultural Applications
Crop Monitoring
Analyze crop distribution through satellite images
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