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Salient Object Detection

24 papers with code · Computer Vision
Subtask of Object Detection

Salient object detection is a task based on a visual attention mechanism, in which algorithms aim to explore objects or regions more attentive than the surrounding areas on the scene or images.

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Greatest papers with code

Res2Net: A New Multi-scale Backbone Architecture

2 Apr 2019osmr/imgclsmob

We evaluate the Res2Net block on all these models and demonstrate consistent performance gains over baseline models on widely-used datasets, e. g., CIFAR-100 and ImageNet.

IMAGE CLASSIFICATION SALIENT OBJECT DETECTION

A Simple Pooling-Based Design for Real-Time Salient Object Detection

CVPR 2019 backseason/PoolNet

We further design a feature aggregation module (FAM) to make the coarse-level semantic information well fused with the fine-level features from the top-down pathway.

SALIENT OBJECT DETECTION

BASNet: Boundary-Aware Salient Object Detection

CVPR 2019 NathanUA/BASNet

In this paper, we propose a predict-refine architecture, BASNet, and a new hybrid loss for Boundary-Aware Salient object detection.

SALIENCY PREDICTION SALIENT OBJECT DETECTION

Salient Object Detection in the Deep Learning Era: An In-Depth Survey

19 Apr 2019wenguanwang/SODsurvey

As an important problem in computer vision, salient object detection (SOD) from images has been attracting an increasing amount of research effort over the years.

SALIENCY PREDICTION SALIENT OBJECT DETECTION

Cascaded Partial Decoder for Fast and Accurate Salient Object Detection

CVPR 2019 wuzhe71/CPD

In this paper, we propose a novel Cascaded Partial Decoder (CPD) framework for fast and accurate salient object detection.

SALIENT OBJECT DETECTION

Pyramid Dilated Deeper ConvLSTM for Video Salient Object Detection

ECCV 2018 shenjianbing/PDB-ConvLSTM

This paper proposes a fast video salient object detection model, based on a novel recurrent network architecture, named Pyramid Dilated Bidirectional ConvLSTM (PDB-ConvLSTM).

SALIENT OBJECT DETECTION SEMANTIC SEGMENTATION UNSUPERVISED VIDEO OBJECT SEGMENTATION VIDEO SEMANTIC SEGMENTATION

Attentive Feedback Network for Boundary-Aware Salient Object Detection

CVPR 2019 ArcherFMY/AFNet

Recent deep learning based salient object detection methods achieve gratifying performance built upon Fully Convolutional Neural Networks (FCNs).

SALIENT OBJECT DETECTION

Reverse Attention for Salient Object Detection

ECCV 2018 ShuhanChen/RAS_ECCV18

Benefit from the quick development of deep learning techniques, salient object detection has achieved remarkable progresses recently.

SALIENCY PREDICTION SALIENT OBJECT DETECTION

Adaptive Fusion for RGB-D Salient Object Detection

5 Jan 2019Lucia-Ningning/Adaptive_Fusion_RGBD_Saliency_Detection

RGB-D salient object detection aims to identify the most visually distinctive objects in a pair of color and depth images.

SALIENT OBJECT DETECTION

Salient Object Detection Driven by Fixation Prediction

CVPR 2018 wenguanwang/ASNet

Salient object detection is then viewed as fine-grained object-level saliency segmentation and is progressively optimized with the guidance of the fixation map in a top-down manner.

SALIENT OBJECT DETECTION