Computer Vision
Computer vision, a field focused on enabling computers to "see" and interpret images and videos, aims to develop algorithms that can perform tasks such as object detection, image classification, and scene understanding. Current research heavily utilizes deep learning, particularly convolutional neural networks (CNNs) and vision transformers (ViTs), often combined with techniques like multi-modal fusion (integrating data from different sensors) and transfer learning to improve efficiency and accuracy. These advancements are driving significant progress in diverse applications, including precision agriculture, robotics, medical imaging analysis, and autonomous systems, by providing automated, efficient, and objective solutions to complex visual tasks.
Papers
A Survey on Dynamic Neural Networks: from Computer Vision to Multi-modal Sensor Fusion
Fabio Montello, Ronja Güldenring, Simone Scardapane, Lazaros Nalpantidis
The Quest for Visual Understanding: A Journey Through the Evolution of Visual Question Answering
Anupam Pandey, Deepjyoti Bodo, Arpan Phukan, Asif Ekbal
Accurate Crop Yield Estimation of Blueberries using Deep Learning and Smart Drones
Hieu D. Nguyen, Brandon McHenry, Thanh Nguyen, Harper Zappone, Anthony Thompson, Chau Tran, Anthony Segrest, Luke Tonon
Benchmark Evaluations, Applications, and Challenges of Large Vision Language Models: A Survey
Zongxia Li, Xiyang Wu, Hongyang Du, Huy Nghiem, Guangyao Shi
UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning
Long Zhou, Fereshteh Shakeri, Aymen Sadraoui, Mounir Kaaniche, Jean-Christophe Pesquet, Ismail Ben Ayed
Context-Aware Outlier Rejection for Robust Multi-View 3D Tracking of Similar Small Birds in An Outdoor Aviary
Keon Moradi, Ethan Haque, Jasmeen Kaur, Alexandra B. Bentz, Eli S. Bridge, Golnaz Habibi
TopView: Vectorising road users in a bird's eye view from uncalibrated street-level imagery with deep learning
Mohamed R Ibrahim
Split Learning in Computer Vision for Semantic Segmentation Delay Minimization
Nikos G. Evgenidis, Nikos A. Mitsiou, Sotiris A. Tegos, Panagiotis D. Diamantoulakis, George K. Karagiannidis
3D Registration in 30 Years: A Survey
Jiaqi Yang, Chu'ai Zhang, Zhengbao Wang, Xinyue Cao, Xuan Ouyang, Xiyu Zhang, Zhenxuan Zeng, Zhao Zeng, Borui Lu, Zhiyi Xia, Qian Zhang, Yulan Guo, Yanning Zhang