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Underwater pollution is one of today's most significant environmental concerns, with vast volumes of garbage found in seas, rivers, and landscapes around the world. Accurate detection of these waste materials is crucial for successful waste…

计算机视觉与模式识别 · 计算机科学 2026-04-21 UMMPK Nawarathne , HMNS Kumari , HMLS Kumari

With the increasing use of plastic, the challenges associated with managing plastic waste have become more challenging, emphasizing the need of effective solutions for classification and recycling. This study explores the potential of deep…

计算机视觉与模式识别 · 计算机科学 2024-12-31 Suman Kunwar , Banji Raphael Owabumoye , Abayomi Simeon Alade

Automated image-based garbage classification is a critical component of global waste management; however, systematic benchmarks that integrate Machine Learning (ML), Deep Learning (DL), and efficient hybrid solutions remain underdeveloped.…

计算机视觉与模式识别 · 计算机科学 2026-05-05 Ngoc-Bao-Quang Nguyen , Tuan-Minh Do , Cong-Tam Phan , Thi-Thu-Hong Phan

With the ongoing increase in the worldwide population and escalating consumption habits,there's a surge in the amount of waste produced.The situation poses considerable challenges for waste management and the optimization of recycling…

计算机视觉与模式识别 · 计算机科学 2024-11-06 Zhanshan Qiao

Garbage production and littering are persistent global issues that pose significant environmental challenges. Despite large-scale efforts to manage waste through collection and sorting, existing approaches remain inefficient, leading to…

计算机视觉与模式识别 · 计算机科学 2024-10-16 Everest Z. Kuang , Kushal Raj Bhandari , Jianxi Gao

As the world continues to face the challenges of climate change, it is crucial to consider the environmental impact of the technologies we use. In this study, we investigate the performance and computational carbon emissions of various…

计算机视觉与模式识别 · 计算机科学 2024-02-16 Suman Kunwar

Efficient detection and classification of blood cells are vital for accurate diagnosis and effective treatment of blood disorders. This study utilizes a YOLOv10 model trained on Roboflow data with images resized to 640x640 pixels across…

图像与视频处理 · 电气工程与系统科学 2025-08-19 Shilpa Choudhary , Sandeep Kumar , Pammi Sri Siddhaarth , Guntu Charitasri

Industry partners provided a problem statement that involves classifying electronic waste using machine learning models that will be used by pick-and-place robots for waste segregation. This was achieved by taking common electronic waste…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Prakriti Tripathi

This paper presents an enhanced waste classification framework based on EfficientNetV2 to address challenges in data acquisition cost, generalization, and real-time performance. We propose a Channel-Efficient Attention (CE-Attention) module…

计算机视觉与模式识别 · 计算机科学 2025-03-28 Wenxuan Qiu , Chengxin Xie , Jingui Huang

The improper disposal and mismanagement of medical waste pose severe environmental and public health risks, contributing to greenhouse gas emissions and the spread of infectious diseases. Efficient and accurate medical waste classification…

计算机视觉与模式识别 · 计算机科学 2025-03-14 Bennet van den Broek , Javad Pourmostafa Roshan Sharami

The global waste crisis is escalating, with solid waste generation expected to increase tremendously in the coming years. Traditional waste collection methods, particularly in remote or harsh environments like deserts, are labor-intensive,…

计算机视觉与模式识别 · 计算机科学 2025-11-20 Abdulmumin Sa'ad , Sulaimon Oyeniyi Adebayo

Waste is a wealth in a wrong place. Our research focuses on analyzing possibilities for automatic waste sorting and collecting in such a way that helps it for further recycling process. Various approaches are being practiced managing waste…

计算机视觉与模式识别 · 计算机科学 2020-08-17 Dipesh Gyawali , Alok Regmi , Aatish Shakya , Ashish Gautam , Surendra Shrestha

Waste management is a certainly a very complex and difficult process especially in very large cities. It needs immense man power and also uses up other resources such as electricity and fuel. This creates a need to use a novel method with…

计算机视觉与模式识别 · 计算机科学 2021-08-04 Saswati kumari behera , Aouthithiye Barathwaj SR Y , Vasundhara L , Saisudha G , Haariharan N C

Convolutional Neural Networks (CNN) are commonly used for the problem of object detection thanks to their increased accuracy. Nevertheless, the performance of CNN-based detection models is ambiguous when detection speed is considered. To…

计算机视觉与模式识别 · 计算机科学 2024-05-29 Ioanna Gogou , Dimitrios Koutsomitropoulos

Waste classification is crucial for improving processing efficiency and reducing environmental pollution. Supervised deep learning methods are commonly used for automated waste classification, but they rely heavily on large labeled…

计算机视觉与模式识别 · 计算机科学 2025-03-05 Kui Huang , Mengke Song , Shuo Ba , Ling An , Huajie Liang , Huanxi Deng , Yang Liu , Zhenyu Zhang , Chichun Zhou

Segregation of garbage is a primary concern in many nations across the world. Even though we are in the modern era, many people still do not know how to distinguish between organic and recyclable waste. It is because of this that the world…

计算机视觉与模式识别 · 计算机科学 2022-02-25 Jash Shah , Sagar Kamat

Indonesia, as a maritime country, has a significant portion of its territory covered by water. Ineffective waste management has resulted in a considerable amount of trash in Indonesian waters, leading to various issues. The development of…

计算机视觉与模式识别 · 计算机科学 2023-07-20 Bryan Tjandra , Made S. N. Negara , Nyoo S. C. Handoko

Herb classification presents a critical challenge in botanical research, particularly in regions with rich biodiversity such as Nepal. This study introduces a novel deep learning approach for classifying 60 different herb species using…

机器学习 · 计算机科学 2025-05-06 Prajwal Thapa , Mridul Sharma , Jinu Nyachhyon , Yagya Raj Pandeya

This paper proposes a smart way to manage municipal solid waste by using the Internet of Things (IoT) and computer vision (CV) to monitor illegal waste dumping at garbage vulnerable points (GVPs) in urban areas. The system can quickly…

计算机视觉与模式识别 · 计算机科学 2025-11-11 R. Kumar , A. Lall , S. Chaudhari , M. Kale , A. Vattem

Accurate waste disposal, at the point of disposal, is crucial to fighting climate change. When materials that could be recycled or composted get diverted into landfills, they cause the emission of potent greenhouse gases such as methane.…

机器学习 · 计算机科学 2021-01-18 Yash Narayan
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