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RGB Salient Object Detection

70 papers with code · Computer Vision
Subtask of Object Detection

RGB 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 RGB images.

( Image credit: Attentive Feedback Network for Boundary-Aware Salient Object Detection )

Benchmarks

Greatest papers with code

Res2Net: A New Multi-scale Backbone Architecture

2 Apr 2019rwightman/pytorch-image-models

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 INSTANCE SEGMENTATION RGB SALIENT OBJECT DETECTION

U$^2$-Net: Going Deeper with Nested U-Structure for Salient Object Detection

18 May 2020NathanUA/U-2-Net

In this paper, we design a simple yet powerful deep network architecture, U$^2$-Net, for salient object detection (SOD).

IMAGE CLASSIFICATION RGB 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.

CAMOUFLAGED OBJECT SEGMENTATION RGB SALIENT OBJECT DETECTION SALIENCY PREDICTION SSIM

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.

RGB SALIENT OBJECT DETECTION

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

19 Apr 2019wenguanwang/SODsurvey

As an essential problem in computer vision, salient object detection (SOD) has attracted an increasing amount of research effort over the years.

RGB SALIENT OBJECT DETECTION SALIENCY PREDICTION

EGNet: Edge Guidance Network for Salient Object Detection

ICCV 2019 JXingZhao/EGNet

In the second step, we integrate the local edge information and global location information to obtain the salient edge features.

CAMOUFLAGED OBJECT SEGMENTATION CO-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.

CAMOUFLAGED OBJECT SEGMENTATION RGB SALIENT OBJECT DETECTION

PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection

CVPR 2018 Ugness/PiCANet-Implementation

We formulate the proposed PiCANet in both global and local forms to attend to global and local contexts, respectively.

RGB SALIENT OBJECT DETECTION SALIENCY DETECTION

Shifting More Attention to Video Salient Object Detection

CVPR 2019 DengPingFan/DAVSOD

This is the first work that explicitly emphasizes the challenge of saliency shift, i. e., the video salient object(s) may dynamically change.

 Ranked #1 on Video Salient Object Detection on FBMS-59 (using extra training data)

VIDEO SALIENT OBJECT DETECTION

F3Net: Fusion, Feedback and Focus for Salient Object Detection

26 Nov 2019weijun88/F3Net

Furthermore, different from binary cross entropy, the proposed PPA loss doesn't treat pixels equally, which can synthesize the local structure information of a pixel to guide the network to focus more on local details.

RGB SALIENT OBJECT DETECTION