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  1. riaj0224/ObjectRecognition_Nuts_v_Screws - GitHub

    This repository presents a project focused on image recognition of nuts and screws using object detection techniques. The objective is to develop a model capable of accurately detecting and classifying nuts and screws in images, enabling automation and quality control in …

  2. NPU-BOLT: A Dataset for Bolt Object Detection in Natural Scene …

    May 23, 2022 · The bolt targets are annotated into four categories named blur bolt, bolt head, bolt nut and bolt side. The dataset is tested with advanced object detection models including yolov5, Faster-RCNN and CenterNet.

  3. Detection of Missing Bolts for Engineering Structures in Natural ...

    This paper proposed a novel approach for detecting missing bolts in bolted connections using deep learning and image processing techniques. The approach trained a bolt recognition model using a natural environment bolt dataset (NPU-Bolt) for automatic bolt detection in images.

  4. Hasan-atc/Object_Tracking_for_Bolts_and_Nuts - GitHub

    In this challenge we are asked to identify the nuts and bolts in the video and find the total number of detected objects. 🔻 To convert the given dataset to Yolo format, see the link. 🔻 First, let's install the Yolov5 github repo on our device and install requirements.

  5. (PDF) NPU-BOLT: A Dataset for Bolt Object Detection in

    May 23, 2022 · The experimental results showed that the proposed method could accurately identify bolt targets with a confidence level of over 80% and detect missing bolts under different image distances...

  6. ObjectRecognition_Nuts_v_Screws/1. Image Collection.ipynb at …

    This repository presents a project focused on image recognition of nuts and screws using object detection techniques. The objective is to develop a model capable of accurately detecting and classifying nuts and screws in images, enabling automation and quality control in …

  7. Detection of Missing Bolts for Engineering Structures in Natural ...

    Jun 16, 2023 · The experimental results showed that the proposed method could accurately identify bolt targets with a confidence level of over 80% and detect missing bolts under different image distances,...

  8. The Object Detection of Industry Nuts and Bolts Using Image

    Apr 12, 2024 · The study presents an innovative deep learning-driven approach for image-based object detection, specifically emphasizing nut detection. The primary objective is to create a model proficient in accurately recognizing and localizing various …

  9. Detection of Missing Bolts for Engineering Structures in Natural ...

    Jun 16, 2023 · The experimental results showed that the proposed method could accurately identify bolt targets with a confidence level of over 80% and detect missing bolts under different image distances, perspective angles, light intensities, and image resolutions.

  10. Detection of Missing Bolts for Engineering Structures in Natural ...

    Jun 16, 2023 · This paper proposed a novel approach for detecting missing bolts in bolted connections using deep learning and image processing techniques. The approach trained a bolt recognition model using a natural environment bolt dataset …

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