DETR-ResNet-50 Open-Source Visual Object Detection Model - Accurately Identify Objects Based on Fine-Tuning

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Detr Resnet 50 Find Tuned Beyond Words

Developed by davanstrien

A vision object detection model fine-tuned on the beyond_words_23 dataset based on facebook/detr-resnet-50

Object Detection

Transformers

Open Source License:Apache-2.0 #Object Detection #Fine-tuned Model #Image Recognition

Downloads 15

Release Time : 2/27/2023

Model Overview

This model is an object detection model based on the DETR architecture, specifically fine-tuned for the beyond_words_23 dataset, suitable for object detection tasks in images.

Model Features

End-to-End Object Detection

Uses DETR architecture to achieve end-to-end object detection without anchor boxes and non-maximum suppression.

ResNet-50 Backbone

Uses ResNet-50 as the feature extractor, balancing performance and computational efficiency.

Fine-tuning Optimization

Specially fine-tuned on the beyond_words_23 dataset, potentially offering better performance for specific types of objects.

Model Capabilities

Image Object Detection

Multi-object Recognition

Bounding Box Prediction

Use Cases

Computer Vision

General Object Detection

Detects common objects in images and labels their locations.

Property	Details
Model Type	detr - resnet - 50_find_tuned_beyond_words
Base Model	[facebook/detr - resnet - 50](https://huggingface.co/facebook/detr - resnet - 50)
Training Dataset	beyond_words_23
License	apache - 2.0

Training Loss	Epoch	Step	Validation Loss
2.7439	0.56	100	2.2690
1.7644	1.12	200	1.5053
1.557	1.69	300	1.3136
1.3207	2.25	400	1.2063
1.3705	2.81	500	1.2007
1.1924	3.37	600	1.2704
1.2604	3.93	700	1.1784
1.1982	4.49	800	1.1167
1.1912	5.06	900	1.1562
1.1206	5.62	1000	1.2124
1.1344	6.18	1100	1.0622
1.1388	6.74	1200	1.0425
1.0124	7.3	1300	0.9908
1.0776	7.87	1400	1.1182
0.9614	8.43	1500	0.9967
1.0136	8.99	1600	0.8933
1.0206	9.55	1700	0.9354
0.9529	10.11	1800	0.9751
1.0126	10.67	1900	0.9310

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Detr Resnet 50 Find Tuned Beyond Words

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 detr-resnet-50_find_tuned_beyond_words

🚀 Quick Start

📚 Documentation

Model Information

Training Procedure

Training Hyperparameters

Training Results

Framework Versions

📄 License