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FNA plus plus : Fast Network Adaptation via Parameter Remapping and Architecture Search

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (9)

Deep neural networks achieve remarkable performance in many computer vision tasks. Most state-of-the-art (SOTA) semantic segmentation and object detec......

Model Study of Transient Imaging With Multi-Frequency Time-of-Flight Sensors

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (10)

As an emerging imaging modality, transient imaging that records the transient information of light transport has significantly shaped our understandin......

Tensor Low-Rank Representation for Data Recovery and Clustering

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (5)

Multi-way or tensor data analysis has attracted increasing attention recently, with many important applications in practice. This article develops a t......

Learning Regional Attraction for Line Segment Detection

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (6)

This paper presents regional attraction of line segment maps, and hereby poses the problem of line segment detection (LSD) as a problem of region colo......

Deep CNNs Meet Global Covariance Pooling: Better Representation and Generalization

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (8)

Compared with global average pooling in existing deep convolutional neural networks (CNNs), global covariance pooling can capture richer statistics of......

Evolving Fully Automated Machine Learning via Life-Long Knowledge Anchors

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (9)

Automated machine learning (AutoML) has achieved remarkable progress on various tasks, which is attributed to its minimal involvement of manual featur......

One-Shot Neural Architecture Search: Maximising Diversity to Overcome Catastrophic Forgetting

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (9)

One-shot neural architecture search (NAS) has recently become mainstream in the NAS community because it significantly improves computational efficien......

Structure From Motion on XSlit Cameras

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (5)

We present a structure-from-motion (SfM) framework based on a special type of multi-perspective camera called the cross-slit or XSlit camera. Traditio......

Enhanced Tensor RPCA and its Application

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (6)

Despite the promising results, tensor robust principal component analysis (TRPCA), which aims to recover underlying low-rank structure of clean tensor......

Line Drawings for Face Portraits From Photos Using Global and Local Structure Based GANs

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (10)

Despite significant effort and notable success of neural style transfer, it remains challenging for highly abstract styles, in particular line drawing......

An End-to-End Learning Framework for Video Compression

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (10)

Traditional video compression approaches build upon the hybrid coding framework with motion-compensated prediction and residual transform coding. In t......

DENAO: Monocular Depth Estimation Network With Auxiliary Optical Flow

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (8)

Estimating depth from multi-view images captured by a localized monocular camera is an essential task in computer vision and robotics. In this study, ......

Unifying Offline and Online Multi-Graph Matching via Finding Shortest Paths on Supergraph

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (10)

This paper addresses the problem of multiple graph matching (MGM) by considering both offline batch mode and online setting. We explore the concept of......

Recent Advances in Open Set Recognition: A Survey

期刊: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021; 43 (10)

In real-world recognition/classification tasks, limited by various objective factors, it is usually difficult to collect training samples to exhaust a......

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