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- ArticleJanuary 2025
An Image-Based Method for Defect Detection on Metal Surfaces
AbstractThere is a high demand for detecting defects on the surface of objects. In industry, inspecting mass-produced items is costly and labor-intensive. This paper introduces an automatic defect detection method. Specifically, the method detects defects ...
- short-paperOctober 2024
Intricate Object Detection in Self Driving Environments with Edge-Adaptive Depth Estimation(EADE)
CIKM '24: Proceedings of the 33rd ACM International Conference on Information and Knowledge ManagementPages 3837–3841https://doi.org/10.1145/3627673.3679948Autonomous vehicles make decisions and controls based on various object recognition results. The driving environment is characterized by the coexistence of a multitude of objects of varying shapes and sizes. Therefore, the ability to accurately recognise ...
- research-articleAugust 2024
Improved AOA Algorithm to Optimize Image Entropy for Image Recognition Model
Automatic Control and Computer Sciences (ACCS), Volume 58, Issue 4Pages 441–453https://doi.org/10.3103/S014641162470055XAbstractWith the continuous development of computer vision, the application of image recognition technology is becoming increasingly widespread. An edge detection image recognition model based on improved artificial bee colony algorithm has been proposed. ...
- research-articleNovember 2024
Innovation in Sea-Sky Line Detection: Fusion of ConvNeXt Classification, HED, and Canny Edge Detection
IPPR '24: Proceedings of the 2024 International Conference on Intelligent Perception and Pattern RecognitionPages 49–56https://doi.org/10.1145/3700035.3700044In the maritime context, the delineation of the sea-sky line, serving as a critical demarcation between the maritime and non-maritime domains, assumes paramount significance for target detection and the preservation of situational awareness. Despite this, ...
- research-articleAugust 2024
Research on Mathematical Model of Lane Departure Warning Based on Machine Vision
MIDA '24: Proceedings of the 2024 International Conference on Machine Intelligence and Digital ApplicationsPages 148–154https://doi.org/10.1145/3662739.3670856With the automobile becoming an indispensable means of travel in our daily life, road traffic accidents are becoming an increasingly serious social problem. In order to improve the driving safety of vehicles, the vehicle driving assistance system based ...
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- research-articleMarch 2024
Noise‐tolerant matched filter scheme supplemented with neural dynamics algorithm for sea island extraction
CAAI Transactions on Intelligence Technology (CIT2), Volume 9, Issue 4Pages 996–1013https://doi.org/10.1049/cit2.12323AbstractAchieving high‐precision extraction of sea islands from high‐resolution satellite remote sensing images is crucial for effective resource development and sustainable management. Unfortunately, achieving such accuracy for sea island extraction ...
- research-articleJanuary 2024
Lesion detection and classification in dermoscopic images using optimal threshold based on Newton Raphson iterative method
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology (JIFS), Volume 46, Issue 1Pages 753–767https://doi.org/10.3233/JIFS-235990Automatic image thresholding is commonly used in the area of computer vision and pattern recognition for object detection. This research work proposes a new method of lesion detection in dermoscopic images using an optimal threshold based on the Newton-...
- research-articleJanuary 2024
An edge detection method of colony image based on mediocrity ant colony algorithm
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology (JIFS), Volume 46, Issue 1Pages 2665–2691https://doi.org/10.3233/JIFS-233769The colony is one of the important research objects in microbial technology, which can realize the evaluation of food safety level, environmental pollution degree, therapeutic effect of medical drugs, and characteristics of agricultural fungicides. ...
- research-articleJanuary 2024
Image and object encryption using multiplicative cipher and K-means clustering algorithm
International Journal of Applied Cryptography (IJACT), Volume 4, Issue 3-4Pages 195–204https://doi.org/10.1504/ijact.2024.138424In recent years, the development of various visual sensing and image analysis techniques has resulted in the creation of images that contain extremely sensitive data. Unauthorised individuals who access this data illegally risk capturing and disclosing ...
- research-articleOctober 2023
MSECNet: Accurate and Robust Normal Estimation for 3D Point Clouds by Multi-Scale Edge Conditioning
MM '23: Proceedings of the 31st ACM International Conference on MultimediaPages 2535–2543https://doi.org/10.1145/3581783.3613762Estimating surface normals from 3D point clouds is critical for various applications, including surface reconstruction and rendering. While existing methods for normal estimation perform well in regions where normals change slowly, they tend to fail ...
- research-articleOctober 2023
PNT-Edge: Towards Robust Edge Detection with Noisy Labels by Learning Pixel-level Noise Transitions
MM '23: Proceedings of the 31st ACM International Conference on MultimediaPages 1924–1932https://doi.org/10.1145/3581783.3612136Relying on large-scale training data with pixel-level labels, previous edge detection methods have achieved high performance. However, it is hard to manually label edges accurately, especially for large datasets, and thus the datasets inevitably contain ...
- research-articleOctober 2023
Practical Edge Detection via Robust Collaborative Learning
MM '23: Proceedings of the 31st ACM International Conference on MultimediaPages 2526–2534https://doi.org/10.1145/3581783.3612099Edge detection, as a core component in a wide range of vision-oriented tasks, is to identify object boundaries and prominent edges in natural images. An edge detector is desired to be both efficient and accurate for practical use. To achieve the goal, ...
- research-articleMay 2023
Learning Local Contrast for Crisp Edge Detection
Journal of Computer Science and Technology (JCST), Volume 38, Issue 3Pages 554–566https://doi.org/10.1007/s11390-023-3101-5AbstractIn recent years, the accuracy of edge detection on several benchmarks has been significantly improved by deep learning based methods. However, the prediction of deep neural networks is usually blurry and needs further post-processing including non-...
- research-articleMarch 2023
Grayscale histogram feature extraction algorithm and its application in medical image analysis
CCEAI '23: Proceedings of the 7th International Conference on Control Engineering and Artificial IntelligencePages 43–47https://doi.org/10.1145/3580219.3580228This paper applied grayscale histogram feature extraction to analyse a medical image of tuberculosis lungs. Five different edge detection methods, namely Roberts, Sobel, Prewitt, Canny, and LoG algorithms were used to realise the feature extraction of ...
- research-articleJanuary 2023
WELDP: Weighed Edge Local Directional Pattern for expression recognition from facial images
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology (JIFS), Volume 45, Issue 6Pages 9681–9696https://doi.org/10.3233/JIFS-232985At present, the local appearance-based texture descriptors in Facial Expression Recognition have limited accuracy due to the inability to encode the discriminative edges. The major cause is the presence of distorted and weak edges due to noise. Hence, ...
- research-articleJanuary 2023
A novel edge detection filter based on fractional order Legendre-Laguerre functions
International Journal of Intelligent Systems Technologies and Applications (IJISTA), Volume 21, Issue 4Pages 321–343https://doi.org/10.1504/ijista.2023.134982In recent decades, image processing technology has made significant advancements, but low-frequency images still pose challenges for analysis. To address this issue, we propose a novel edge detection filter based on fractional order orthogonal Legendre-...
- research-articleJanuary 2023
Adaptive kernel-based active contour
International Journal of Computational Vision and Robotics (IJCVR), Volume 13, Issue 2Pages 202–218https://doi.org/10.1504/ijcvr.2023.129439Geodesic active contour model (GACM) is a standard deterministic method for the segmentation of complex organ structures based on edge maps. For MRI images, the GACM performs poorly due to noise and weak edges, which might result from a low scanning ...
- research-articleJanuary 2023
Multiscale hierarchical attention fusion network for edge detection
International Journal of Ad Hoc and Ubiquitous Computing (IJAHUC), Volume 42, Issue 1Pages 1–11https://doi.org/10.1504/ijahuc.2023.127763Edge detection is one of the basic challenges in the field of computer vision. The results of most recent methods produce thick edges and background interference. The images generated by these networks must be postprocessed with non-maximum suppression (...
- research-articleJanuary 2023
Gauss Gradient Algorithm for Edge Detection in Retinal Optical Coherence Tomography Images
Procedia Computer Science (PROCS), Volume 218, Issue CPages 1014–1026https://doi.org/10.1016/j.procs.2023.01.081AbstractMedical imaging modalities play a vital role in the healthcare sector for disease diagnosis and prediction. Optical Coherence Tomography uses near-infrared rays for generating cross-sectional images of the retina. Edge detection is a ...
- research-articleOctober 2022
A Novel Highly-Efficient Inexact Full Adder Cell for Motion and Edge Detection Systems of Image Processing in CNFET Technology
ACM Journal on Emerging Technologies in Computing Systems (JETC), Volume 18, Issue 4Article No.: 74, Pages 1–20https://doi.org/10.1145/3524061In this paper, a novel and highly efficient inexact Full Adder cell by exploiting two logic styles including conventional CMOS (C-COMS) and pass transistor logic (PTL) are presented. The so-called carbon nanotube field-effect transistor (CNFET) technology ...