Small Object Detection With YOLOX

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Small Object Detection with YOLOX is a Data & Analytics tool that detects small objects in images using YOLOX and SAHI+YOLOX. It allows users to compare standard YOLOX results with SAHI+YOLOX for improved detection.

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Pricing

Free

Free tier

Yes

API

Skill level

Technical

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About

What is Small Object Detection with YOLOX?

Small Object Detection with YOLOX is an AI tool hosted on Hugging Face Spaces, designed for identifying small objects within images. It leverages the YOLOX architecture and offers an enhanced SAHI+YOLOX method for improved detection capabilities. Users can upload or select an image, set parameters like slice size and overlap ratio, and then perform predictions to compare the results between standard YOLOX and SAHI+YOLOX. This tool is valuable for researchers, developers, and educators interested in experimenting with advanced object detection techniques and understanding the benefits of SAHI integration for small object detection.

Best used for

Ideal for researchers and developers who need to evaluate and compare different object detection models, specifically YOLOX and SAHI+YOLOX, for small objects. Especially valuable for experimenting with parameters like slice size and overlap ratio to optimize detection performance.

Common actions

detect small objects

compare object detection

analyze images

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Capabilities

Key features

YOLOX object detection
SAHI+YOLOX detection
Adjust slice size
Adjust overlap ratio
Upload images
Compare detection results

Target Audience

professordeveloperresearcher

Integrations

Not yet documented

Pricing & Plans

Free

FAQs

What is the difference between YOLOX and SAHI+YOLOX in this tool?

This tool allows you to compare standard YOLOX object detection with SAHI+YOLOX. SAHI (Slicing Aided Hyper Inference) is a technique that helps improve the detection of small objects by slicing images into smaller parts before inference, which can lead to better results for tiny objects.

Can I adjust the detection parameters?

Yes, you can adjust parameters such as the slice size and overlap ratio directly within the tool's interface. These settings allow you to fine-tune how the SAHI method processes your images for object detection.

What kind of images can I use for detection?

You can upload your own images or select from pre-loaded examples within the Hugging Face Space. The tool is designed to detect small objects within various image types, making it suitable for diverse research and development purposes.

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Research & Education › Academic Research Coding & Development › Open Source & Models Research & Education › Scientific Computing

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