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Given the existence of various forward and inverse problems in combustion studies and applications that necessitate distinct methods for resolution, a framework to solve them in a unified way is critically needed. A promising approach is…

机器学习 · 计算机科学 2024-06-14 Jiahao Wu , Su Zhang , Yuxin Wu , Guihua Zhang , Xin Li , Hai Zhang

3D object detection is essential for autonomous driving and robotic perception, yet its reliance on large-scale manually annotated data limits scalability and adaptability. To reduce annotation dependency, unsupervised and…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Yushen He , Lei Zhao , Weidong Chen

In the last years, automatic classification of variable stars has received substantial attention. Using machine learning techniques for this task has proven to be quite useful. Typically, machine learning classifiers used for this task…

天体物理仪器与方法 · 物理学 2020-01-08 Lukas Zorich , Karim Pichara , Pavlos Protopapas

Estimating the health state of turbofan engines is a challenging ill-posed inverse problem, hindered by sparse sensing and complex nonlinear thermodynamics. Research in this area remains fragmented, with comparisons limited by the use of…

机器学习 · 计算机科学 2026-04-10 Milad Leyli-Abadi , Lucas Thil , Sebastien Razakarivony , Guillaume Doquet , Jesse Read

Self-paced learning (SPL) is a recently raised methodology designed through simulating the learning principle of humans/animals. A variety of SPL realization schemes have been designed for different computer vision and pattern recognition…

机器学习 · 计算机科学 2016-11-02 Deyu Meng , Qian Zhao , Lu Jiang

In this paper, we introduce UnFuSeD, a novel approach to leverage self-supervised learning and reduce the need for large amounts of labeled data for audio classification. Unlike prior works, which directly fine-tune a self-supervised…

音频与语音处理 · 电气工程与系统科学 2023-05-19 Ashish Seth , Sreyan Ghosh , S. Umesh , Dinesh Manocha

State filtering is a key problem in many signal processing applications. From a series of noisy measurement, one would like to estimate the state of some dynamic system. Existing techniques usually adopt a Gaussian noise assumption which…

统计方法学 · 统计学 2016-12-16 Bin Liu

Statistical process monitoring (SPM) methods are essential tools in quality management to check the stability of industrial processes, i.e., to dynamically classify the process state as in control (IC), under normal operating conditions, or…

机器学习 · 统计学 2024-11-20 Christian Capezza , Antonio Lepore , Kamran Paynabar

Artificial intelligence (AI) increasingly influences critical decision-making across sectors. Federated Learning (FL), as a privacy-preserving collaborative AI paradigm, not only enhances data protection but also holds significant promise…

Fire disasters typically result in lot of loss to life and property. It is therefore imperative that precise, fast, and possibly portable solutions to detect fire be made readily available to the masses at reasonable prices. There have been…

计算机视觉与模式识别 · 计算机科学 2019-09-05 Arpit Jadon , Mohd. Omama , Akshay Varshney , Mohammad Samar Ansari , Rishabh Sharma

Spiking neural networks (SNNs) are a promising paradigm for energy-efficient computation, yet their theoretical foundations-especially regarding stability and robustness-remain limited compared to artificial neural networks. In this work,…

机器学习 · 计算机科学 2025-11-25 Ernesto Araya , Massimiliano Datres , Gitta Kutyniok

The properties of silver nanoparticles (AgNPs) are affected by various parameters, making optimisation of their synthesis a laborious task. This optimisation is facilitated in this work by concurrent use of a T-junction microfluidic system…

The problem of stability of the optimal filter is revisited. The optimal filter (or filtering process) is the conditional probability of the current state of some stochastic process (the signal process), given both present and past values…

概率论 · 数学 2021-03-02 Lea Oljača , Tobias Kuna , Jochen Bröcker

The evolutionary existence of plasma fireballs is a generic phenomenon realizable in diversified physical plasma-dominated circumstances starting from the laboratory to the astrocosmic scales of space and time. A fair understanding of such…

高能天体物理现象 · 物理学 2022-09-28 Subham Dutta , Pralay Kumar Karmakar

Feature selection, as a vital dimension reduction technique, reduces data dimension by identifying an essential subset of input features, which can facilitate interpretable insights into learning and inference processes. Algorithmic…

机器学习 · 计算机科学 2022-01-06 Xinxing Wu , Qiang Cheng

As a fire erupts, the first few minutes can be critical, and first respondents must race to the scene to analyze the situation and act fast before it gets out of hand. Factors such as road traffic condition and distance may not allow quick…

机器人学 · 计算机科学 2021-04-19 Hajer Ben Mnaouer , Mohammad Faieq , Adel Yousefi , Sarra Ben Mnaouer

The recent research in semi-supervised learning (SSL) is mostly dominated by consistency regularization based methods which achieve strong performance. However, they heavily rely on domain-specific data augmentations, which are not easy to…

机器学习 · 计算机科学 2021-04-20 Mamshad Nayeem Rizve , Kevin Duarte , Yogesh S Rawat , Mubarak Shah

In the current work, we develop a single droplet model to describe particle formation in multicomponent-liquid droplet combustion. Both the gas-to-particle conversion and droplet-to-particle conversion routes of different solution…

化学物理 · 物理学 2020-02-27 Yihua Ren , Jinzhi Cai , Heinz Pitsch

Personal monitoring devices such as cyclist helmet cameras to record accidents or dash cams to catch collisions have proliferated, with more companies producing smaller and compact recording gadgets. As these devices are becoming a part of…

分布式、并行与集群计算 · 计算机科学 2021-07-20 Yoo Jeong Ha , Minjae Yoo , Soohyun Park , Soyi Jung , Joongheon Kim

Weakly supervised video anomaly detection aims to identify abnormal events in videos using only video-level labels. Recently, two-stage self-training methods have achieved significant improvements by self-generating pseudo labels and…

计算机视觉与模式识别 · 计算机科学 2022-12-09 Chen Zhang , Guorong Li , Yuankai Qi , Shuhui Wang , Laiyun Qing , Qingming Huang , Ming-Hsuan Yang
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