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- screwdetectclassification/README.dataset.txt +59 -0
- screwdetectclassification/README.roboflow.txt +27 -0
- screwdetectclassification/test/2022_12_15_137_Color_png.rf.aee51d1fb5b042e3785e43c0e43f2913.jpg +3 -0
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- screwdetectclassification/test/_annotations.coco.json +1 -0
- screwdetectclassification/train/2022_12_15_136_Color_png.rf.589b32e629c2f6f0548ad25e41661d69.jpg +3 -0
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screwdetectclassification/README.dataset.txt
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# screwdetectclassification-xrrbi-hkwlh-lybq > 2025-03-13 6:48am
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https://universe.roboflow.com/rf-100-vl/screwdetectclassification-xrrbi-hkwlh-lybq
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Provided by a Roboflow user
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License: MIT
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# Overview
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- [Introduction](#introduction)
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- [Object Classes](#object-classes)
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- [Hex Washer Screw](#hex-washer-screw)
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- [Hexagonal Bolt](#hexagonal-bolt)
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- [Philips Screw](#philips-screw)
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- [Pozidriv Screw](#pozidriv-screw)
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- [Torx Screw](#torx-screw)
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# Introduction
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This dataset is used for object detection of various types of screws and bolts. The goal is to accurately annotate each instance of the following classes: Hex Washer Screw, Hexagonal Bolt, Philips Screw, Pozidriv Screw, and Torx Screw. Each class represents a distinct type of fastener with unique characteristics.
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# Object Classes
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## Hex Washer Screw
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### Description
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A Hex Washer Screw is identifiable by its hexagonal head and integrated washer underneath. It is primarily used in exterior applications.
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### Instructions
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- Annotate the entire head of the screw, ensuring the hexagonal shape and washer are included.
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- Do not label if only the shaft is visible without the head.
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## Hexagonal Bolt
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### Description
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The Hexagonal Bolt features a prominent six-sided head. Unlike screws, bolts do not have a washer face.
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### Instructions
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- Annotate the entire head making sure to capture the distinctly thick, flat hexagonal sides.
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- Avoid annotation of bolts if they appear worn to the extent of losing their shape.
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## Philips Screw
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### Description
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A Philips Screw has a cross-shaped recess in the head, allowing for better grip of screwdrivers.
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### Instructions
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- Focus on the recessed cross pattern when annotating.
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- Do not annotate if the cross is obscured or not visible.
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## Pozidriv Screw
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### Description
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The Pozidriv Screw is similar to the Philips Screw but features additional notches that increase driving stability.
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### Instructions
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- Ensure both the cross and the notches are clearly visible and included in the annotation.
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- Avoid labeling if the notches cannot be distinguished.
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## Torx Screw
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### Description
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Torx Screws possess a star-shaped head with six rounded lobes, designed to prevent slippage.
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### Instructions
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- Annotate capturing the star pattern clearly.
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- Do not annotate if the lobes are indistinct or worn down beyond recognition.
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screwdetectclassification/README.roboflow.txt
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screwdetectclassification-xrrbi-hkwlh-lybq - v1 2025-03-13 6:48am
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==============================
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This dataset was exported via roboflow.com on March 14, 2025 at 5:22 AM GMT
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Roboflow is an end-to-end computer vision platform that helps you
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* collaborate with your team on computer vision projects
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* collect & organize images
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* understand and search unstructured image data
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* annotate, and create datasets
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* export, train, and deploy computer vision models
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* use active learning to improve your dataset over time
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For state of the art Computer Vision training notebooks you can use with this dataset,
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visit https://github.com/roboflow/notebooks
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To find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com
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The dataset includes 370 images.
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Screwdetectclassification-xrrbi-hkwlh-lybq are annotated in COCO format.
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The following pre-processing was applied to each image:
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No image augmentation techniques were applied.
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