DETR-Crack-II Open-Source Crack Detection Model - Free Deployment for Building Surface Crack Identification

Detr Crack II

Developed by akar49

A crack detection model fine-tuned based on facebook/detr-resnet-50, suitable for building surface crack identification tasks

Object Detection

Transformers

Open Source License:Apache-2.0 #Crack Detection #Building Structure Analysis #Fine-tuned DETR

Downloads 16

Release Time : 8/22/2023

Model Overview

This model is a fine-tuned version of facebook/detr-resnet-50 based on the crack_detection-merged-ii dataset, specifically designed for detecting crack defects on building surfaces

Model Features

Transformer-based Object Detection

Utilizes the DETR architecture, combining the advantages of Transformer and CNN for object detection

Specially Optimized for Crack Detection

Specially fine-tuned for building surface crack detection tasks

End-to-End Detection

Directly outputs detection results without complex post-processing steps

Model Capabilities

Crack detection in images

Building surface defect identification

Object localization

Use Cases

Building Inspection

Building Structure Health Monitoring

Used to detect crack defects on building surfaces

Infrastructure Maintenance

Identifies crack issues in infrastructure such as bridges and tunnels

Industrial Inspection

Material Surface Defect Detection

Detects crack defects on industrial material surfaces

Property	Details
Model Type	Fine-tuned version of facebook/detr-resnet-50
Training Data	crack_detection-merged-ii

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Detr Crack II

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 detr-crack-II

📚 Documentation

Model Information

Training Procedure

Training Hyperparameters

Framework Versions

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