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RGB-D Salient Object Detection With Ubiquitous Target Awareness

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

Conventional RGB-D salient object detection methods aim to leverage depth as complementary information to find the salient regions in both modalities.......

Invertible Image Decolorization

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

Invertible image decolorization is a useful color compression technique to reduce the cost in multimedia systems. Invertible decolorization aims to sy......

Single Image Dehazing via Dual-Path Recurrent Network

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

An image can be decomposed into two parts: the basic content and details, which usually correspond to the low-frequency and high-frequency information......

BiSPL: Bidirectional Self-Paced Learning for Recognition From Web Data

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

Deep learning (DL) is inherently subject to the requirement of a large amount of well-labeled data, which is expensive and time-consuming to obtain ma......

Hierarchical Edge Refinement Network for Saliency Detection

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

At present, most saliency detection methods are based on fully convolutional neural networks (FCNs). However, FCNs usually blur the edges of salient o......

DAN: Deep-Attention Network for 3D Shape Recognition

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

Due to the wide applications in a rapidly increasing number of different fields, 3D shape recognition has become a hot topic in the computer vision fi......

Features Guided Face Super-Resolution via Hybrid Model of Deep Learning and Random Forests

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

Face hallucination or super-resolution is a practical application of general image super-resolution which has been recently studied by many researcher......

Cross-Layer Feature Pyramid Network for Salient Object Detection

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

Feature pyramid network (FPN) based models, which fuse the semantics and salient details in a progressive manner, have been proven highly effective in......

Double Similarity Distillation for Semantic Image Segmentation

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

The balance between high accuracy and high speed has always been a challenging task in semantic image segmentation. Compact segmentation networks are ......

DPANet: Depth Potentiality-Aware Gated Attention Network for RGB-D Salient Object Detection

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

There are two main issues in RGB-D salient object detection: (1) how to effectively integrate the complementarity from the cross-modal RGB-D data; (2)......

Deep-Learned Regularization and Proximal Operator for Image Compressive Sensing

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

Deep learning has recently been intensively studied in the context of image compressive sensing (CS) to discover and represent complicated image struc......

SC-RPN: A Strong Correlation Learning Framework for Region Proposal

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

Current state-of-the-art two-stage detectors heavily rely on region proposals to guide the accurate detection for objects. In previous region proposal......

No-Reference Quality Assessment for Screen Content Images Using Visual Edge Model and AdaBoosting Neural Network

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

In this paper, a competitive no-reference metric is proposed to assess the perceptive quality of screen content images (SCIs), which uses the human vi......

Image Stitching Based on Semantic Planar Region Consensus

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

Image stitching for two images without a global transformation between them is notoriously difficult. In this paper, noticing the importance of semant......

Resolution-Aware Knowledge Distillation for Efficient Inference

期刊: IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021; 30 ()

Minimizing the computation complexity is essential for the popularization of deep networks in practical applications. Nowadays, most researches attemp......

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