KOC_Net: Impact of the Synthetic Minority Over-Sampling Technique with Deep Learning Models for Classification of Knee Osteoarthritis Using Kellgren–Lawrence X-Ray Grade by Syeda Nida Hassan, Mudassir Khalil, Humayun Salahuddin, Rizwan Ali Naqvi, Daesik Jeong, Seung-Won Lee

“…Additionally, we applied contrast-limited adaptive histogram equalization (CLAHE) methods to enhance the contrast of the images and utilized SMOTE Tomek to deal with the problem of minority classes. …”
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ET-Mamba: A Mamba Model for Encrypted Traffic Classification by Jian Xu, Liangbing Chen, Wenqian Xu, Longxuan Dai, Chenxi Wang, Lei Hu

“…With the widespread use of encryption protocols on network data, fast and effective encryption traffic classification can improve the efficiency of traffic analysis. A resampling method combining Wasserstein GAN and random selection is proposed for solving the dataset imbalance problem, and it uses Wasserstein GAN for oversampling and random selection for undersampling to achieve class equalization. …”
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Design and Analysis of Injection Molds for Plastic Components for Biomedical Applications by Madhukumar Krishnappa, Santhosh Nagaraja, Nataraja Munegowda, Muhammad Imam Ammarullah

“…ABSTRACT The injection molding process primarily involves a systematic sequence that converts plastic pellets into molded components. This method produces identical parts by repeatedly melting resin pellets or powder and injecting the molten polymer into a hollow mold cavity under high pressure. …”
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Asymptotic solutions of singularly perturbed linear differential-algebraic equations with periodic coefficients by S. Radchenko, V. Samoilenko, P. Samusenko

“…The modification of the algorithm is based on the equalization method in a special way the coefficients at powers of a small parameter in algebraic systems of equations, from which the coefficients of the formal expansions of the searched solution are found. …”
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Hybrid model integration with explainable AI for brain tumor diagnosis: a unified approach to MRI analysis and prediction by D. Vamsidhar, Parth Desai, Sagar Joshi, Shrikrishna Kolhar, Nilkanth Deshpande, Shilpa Gite

“…The results obtained an accuracy of 98.17% for the combination of vision transformer, random forest and contrast-limited adaptive histogram equalization and 99. 67% for the parallel model integration (ResNet101 and Xception). …”
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M.R.H. A New Era in Magnetic Head Design by Mazen R. Husni

“…The conventional method for reading/writing information from/on a magnetic media (e.g. magnetic tapes in audio and video recorders, computers etc.) uses what is called an inductive head. …”
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Agroclimatic and agroecotoxicological justification of zonal chemical protection systems against harmful organisms for field crops under conditions of climate change in Ukraine by O. Borzykh, L. Bublyk, V. Chaika, L. Gavrylyuk, I. Kruk, O. Shevchuk, T. Neverovska, O. Bakhmut

“…Agroclimatic and agroecotoxicological zoning of the territory of Ukraine in order to justify ecologically safe zonal systems of chemical protection against harmful organisms, their optimization and adaptation to changes in climatic conditions and phytosanitary state of agrocenoses in different soil-climatic zones of Ukraine. Methods. Analytical-synthetic and experimental methods were used in the research. …”
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Vision-Based 6D Pose Analytics Solution for High-Precision Industrial Robot Pick-and-Place Applications by Balamurugan Balasubramanian, Kamil Cetin

“…The Z-position of the object is calculated from the camera’s intensity data, while the remaining X-Y rotation angles are determined using the angle-of-inclination analytics method. It is experimentally verified that the proposed analytical solution outperforms the hybrid-based method (YOLO-v8 combined with PnP/RANSAC algorithms). …”
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An Automated Wavelet Scattering Network Classification Using Three Stages of Cataract Disease by Enas Hamood Al-Saadi, Ahmed Nidhal Khdiar, Lamis Hamood Al-Saadi

“…The limited contrast adaptive histogram equalization (CLAHE) method was then employed to improve the image's contract level. …”
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Image Matching Algorithm for Transmission Towers Based on CLAHE and Improved RANSAC by Ruihua Chen, Pan Yao, Shuo Wang, Chuanlong Lyu, Yuge Xu

“…First, the improved AKAZE enhances image contrast using Contrast-Limited Adaptive Histogram Equalization (CLAHE), which highlights target features and improves robustness against environmental interference. …”
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Assembly Quality Control Technologies in Forced Clamping and Compensation Processes for Large and Integrated Aeronautical Composite Structures by Feiyan Guo, Qiangwei Bao, Jialiang Liu, Xiliang Sha

“…As a result, in practical engineering, the forced method of applying a local clamping force is inevitably adopted to passively reduce and compensate for assembly errors. …”
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Advanced Leaf Classification Using Multi-Layer Perceptron for Smart Crop Management by Sara Mumtaz, Mohammed Alshehri, Yahya AlQahtani, Abdulmonem Alshahrani, Bayan Alabdullah, Haifa F. Alhasson, Hui Liu

“…To improve image quality, preprocessing is first done with bilateral filtering and Contrast Limited Adaptive Histogram Equalization (CLAHE). Then, to ensure accurate border identification, Conditional Random Fields (CRF) are used for segmentation. …”
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Increasing the efficiency of well killing in depleted gas condensate fields with extremely low reservoir pressures by R. A. Gasumov, E. R. Gasumov

“…It has a three-stage scheme that ensures equalization of the injectivity profile under conditions of extremely low formation pressures. …”
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DIFUZIA PUTERII DE LA ACTORII STATALI LA CEI NON-STATALI by Octavian-Alexandru-Ștefan BROȘTEANU

“…Of course, we cannot talk about an equalization of power between state and non-state actors. …”
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COMPARATIVE ANALYSIS OF STANDARD AND ENHANCED SWARM INTELLIGENT DEEP BELIEF NETWORK ON MAIZE DISEASE DETECTION by Kehinde Sotonwa, Adebisi Oluwatosin, Adesesan Adeyemo, Micheal Adenibuyan

“…The system was implemented using a language app designer, trained and tested using k-fold cross-validation method, where k is 10-fold. The performance of the developed DBN-IPSO technique was compared with existing DBN-PSO and DBN using False Positive Rate (FPR), sensitivity, specificity, overall accuracy and computation time. …”
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Application of CycleGAN-based low-light image enhancement algorithm in foreign object detection on belt conveyors in underground mines by Anxin Zhao, Qiuhong Zheng, Liang Li

“…Second, a lighting enhancement module is designed to achieve global brightness equalization and reduce contrast differences between different regions. …”
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AI in 2D Mammography: Improving Breast Cancer Screening Accuracy by Sebastian Ciurescu, Simona Cerbu, Ciprian Nicușor Dima, Florina Borozan, Raluca Pârvănescu, Diana-Gabriela Ilaș, Cosmin Cîtu, Corina Vernic, Ioan Sas

“…Image preprocessing involved grayscale conversion, contrast-limited adaptive histogram equalization (CLAHE), noise reduction, and sharpening. …”
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TeaNet8: A real time Android application-based Tea Leaf Disease detection using fine-tuned transfer learning and Gradient-Weighted Class Activation Mapping visualization by Ismotara Dipty, Md Assaduzzaman, Nafiz Fahad, Md. Jakir Hossen, Md. Farhatul Haider, Fiaj Rahman

“…Advanced deep learning methods are simplifying the identification and categorization of specific illnesses in tea plants. …”
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StomachNet: Optimal Deep Learning Features Fusion for Stomach Abnormalities Classification by Muhammad Attique Khan, Muhammad Shahzad Sarfraz, Majed Alhaisoni, Abdulaziz A. Albesher, Shuihua Wang, Imran Ashraf

“…In the initial stage, the contrast is improved by fusing bi-directional histogram equalization with top-hat filtering output. The resultant fusion images are then passed to ResNet101 pre-trained model and trained once again using deep transfer learning. …”
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A Hybrid Approach of DenseNet121 with Attention and Bi-LSTM for Yoga Pose Estimation by Aarthy K., Alice Nithya

“…Dynamic Histogram Equalization (DHE) is then employed to enhance image contrast, improving the visibility of key features within the images. …”
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