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The modernization of smart farming is a way to improve agricultural production efficiency, and improve the agricultural production environment. Although many large models have achieved high accuracy in the task of object recognition and…

计算机视觉与模式识别 · 计算机科学 2025-03-28 Ling Feng , Tianyu Xie , Wei Ma , Ruijie Fu , Yingxiao Zhang , Jun Li , Bei Zhou

Images remain the largest data source in the field of healthcare. But at the same time, they are the most difficult to analyze. More than often, these images are analyzed by human experts such as pathologists and physicians. But due to…

图像与视频处理 · 电气工程与系统科学 2021-10-11 Dikshant Sagar

Thyroid ultrasound is the first-line exam for assessing thyroid nodules and determining whether biopsy is warranted. In routine reporting, radiologists produce two coupled outputs: a nodule contour for measurement and a TI-RADS risk…

计算机视觉与模式识别 · 计算机科学 2026-03-24 Dina Salama , Mohamed Mahmoud , Nourhan Bayasi , David Liu , Ilker Hacihaliloglu

This paper introduces YOLOv8-TO, a novel approach for reverse engineering of topology-optimized structures into interpretable geometric parameters using the YOLOv8 instance segmentation model. Density-based topology optimization methods…

计算机视觉与模式识别 · 计算机科学 2024-04-30 Thomas Rochefort-Beaudoin , Aurelian Vadean , Sofiane Achiche , Niels Aage

Accurate detection of ultrasound nodules is essential for the early diagnosis and treatment of thyroid and breast cancers. However, this task remains challenging due to irregular nodule shapes, indistinct boundaries, substantial scale…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Jingjing Wang , Zhuo Xiao , Xinning Yao , Bo Liu , Lijuan Niu , Xiangzhi Bai , Fugen Zhou

Thyroid nodule classification aims at determining whether the nodule is benign or malignant based on a given ultrasound image. However, the label obtained by the cytological biopsy which is the golden standard in clinical medicine is not…

计算机视觉与模式识别 · 计算机科学 2022-07-05 Haifan Gong , Hui Cheng , Yifan Xie , Shuangyi Tan , Guanqi Chen , Fei Chen , Guanbin Li

Efficient and precise quantification of lymphocytes in histopathology slides is imperative for the characterization of the tumor microenvironment and immunotherapy response insights. We developed a data-centric optimization pipeline that…

图像与视频处理 · 电气工程与系统科学 2024-05-24 Amine Marzouki , Zhuxian Guo , Qinghe Zeng , Camille Kurtz , Nicolas Loménie

Accurate detection of nutrient deficiency in plant leaves is essential for precision agriculture, enabling early intervention in fertilization, disease, and stress management. This study presents a deep learning framework for leaf anomaly…

计算机视觉与模式识别 · 计算机科学 2025-07-21 Ji-Yan Wu , Zheng Yong Poh , Anoop C. Patil , Bongsoo Park , Giovanni Volpe , Daisuke Urano

Accurate segmentation of prostate cancer histopathology images is crucial for diagnosis and treatment planning. This study presents a comparative analysis of three deep learning-based methods, Mamba, SAM, and YOLO, for segmenting prostate…

计算机视觉与模式识别 · 计算机科学 2024-10-04 Ali Badiezadeh , Amin Malekmohammadi , Seyed Mostafa Mirhassani , Parisa Gifani , Majid Vafaeezadeh

Cervical cancer remains a significant global health concern and a leading cause of cancer-related deaths among women. Early detection through Pap smear tests is essential to reduce mortality rates; however, the manual examination is time…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Nisreen Albzour , Sarah S. Lam

Accurate wound classification and boundary segmentation are essential for guiding clinical decisions in both chronic and acute wound management. However, most existing AI models are limited, focusing on a narrow set of wound types or…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Mehedi Hasan Tusar , Fateme Fayyazbakhsh , Igor Melnychuk , Ming C. Leu

High-resolution microscopy images of tissue specimens provide detailed information about the morphology of normal and diseased tissue. Image analysis of tissue morphology can help cancer researchers develop a better understanding of cancer…

Thyroid disease instances have been continuously increasing since the 1990s, and thyroid cancer has become the most rapidly rising disease among all the malignancies in recent years. Most existing studies focused on applying deep…

图像与视频处理 · 电气工程与系统科学 2022-03-09 Xinyu Zhang , Vincent CS. Lee , Jia Rong , James C. Lee , Jiangning Song , Feng Liu

The accurate identification of walnuts within orchards brings forth a plethora of advantages, profoundly amplifying the efficiency and productivity of walnut orchard management. Nevertheless, the unique characteristics of walnut trees,…

计算机视觉与模式识别 · 计算机科学 2024-01-09 Kaiming Fu , Tong Lei , Maryia Halubok , Brian N. Bailey

Lung cancer is an extremely lethal disease primarily due to its late-stage diagnosis and significant mortality rate, making it the major cause of cancer-related demises globally. Machine Learning (ML) and Convolution Neural network (CNN)…

图像与视频处理 · 电气工程与系统科学 2025-01-03 Asha V , Bhavanishankar K

In this paper, we propose a new image instance segmentation method that segments individual glands (instances) in colon histology images. This is a task called instance segmentation that has recently become increasingly important. The…

计算机视觉与模式识别 · 计算机科学 2016-07-15 Yan Xu , Yang Li , Mingyuan Liu , Yipei Wang , Maode Lai , Eric I-Chao Chang

Automatic detection of dicentric chromosomes is an essential step to estimate radiation exposure and development of end to end emergency bio dosimetry systems. During accidents, a large amount of data is required to be processed for…

计算机视觉与模式识别 · 计算机科学 2022-04-19 Angad Singh Wadhwa , Nikhil Tyagi , Pinaki Roy Chowdhury

Nerve segmentation is crucial in medical imaging for precise identification of nerve structures. This study presents an optimized DeepLabV3-based segmentation pipeline that incorporates automated threshold fine-tuning to improve…

图像与视频处理 · 电气工程与系统科学 2025-07-21 Akhil John Thomas , Christiaan Boerkamp

Melanoma is one of the most serious skin cancers that can occur in any part of the human skin. Early diagnosis of melanoma lesions will significantly increase their chances of being cured. Improving melanoma segmentation will help doctors…

图像与视频处理 · 电气工程与系统科学 2023-01-12 Mohamad Taghizadeh , Karim Mohammadi