# defect-detection-yjplx-fxobh-amdi > 2025-03-13 9:51am https://universe.roboflow.com/rf-100-vl/defect-detection-yjplx-fxobh-amdi-0660v Provided by a Roboflow user License: MIT # Overview - [Introduction](#introduction) - [Object Classes](#object-classes) - [Defective Fishplate](#defective-fishplate) - [Fastener](#fastener) - [Missing Fastener](#missing-fastener) - [Non Defective Fishplate](#non-defective-fishplate) # Introduction The dataset is focused on detecting defects in railway infrastructure. It includes images for identifying and classifying rail components into four categories: Defective Fishplate, Fastener, Missing Fastener, and Non Defective Fishplate. Each class is detailed below, highlighting the distinctive elements to consider for accurate annotation. - **Defective Fishplate**: A flat piece of metal that joins two railway tracks that has visible damage or missing bolts. - **Fastener**: A clamp that secures the rail to the railroad ties. - **Missing Fastener**: A missing clamp that secures the rail to the railroad tie. - **Non-Defective Fishplate**: A flat piece of metal that joins two railway tracks that does not have visible damage. # Object Classes ## Defective Fishplate ### Description A fishplate is a flat piece of metal used to join two lengths of railway track. A defective fishplate often has visible damage, misalignment, or missing connectors. ### Instructions - Annotate the fishplate that shows signs of damage or misalignment. - Include any visible deformations or cracks in your annotation. - Do not annotate if the fishplate appears intact and undamaged. ## Fastener ### Description Fasteners secure the rail to the railroad ties. They typically appear as small, noticeable clamps or clips attached directly to the rail. ### Instructions - Annotate where the fasteners are present and properly securing the rail. - Ensure that the annotated area includes the entire fastener and its attachment to the rail. - Do not annotate areas where fasteners are missing or not visible. ## Missing Fastener ### Description This class describes the absence of fasteners where they should be present along the rail. ### Instructions - Identify and annotate areas on the rail where fasteners are supposed to be but are missing. - Look for gaps between the rail and the ties where fasteners should be present. - Do not annotate if there is an existing fastener correctly placed. ## Non Defective Fishplate ### Description A non defective fishplate is a properly aligned and undamaged connector joining two rails. ### Instructions - Annotate fishplates that are intact, with no signs of damage or displacement. - Ensure the annotation covers the entire fishplate, including bolts and connections. - Do not annotate if there are any visible defects or misalignments.