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Salient Object Detection

43 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.

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

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Latest papers with code

BBS-Net: RGB-D Salient Object Detection with a Bifurcated Backbone Strategy Network

6 Jul 2020zyjwuyan/BBS-Net

In particular, we 1) propose a bifurcated backbone strategy (BBS) to split the multi-level features into teacher and student features, and 2) utilize a depth-enhanced module (DEM) to excavate informative parts of depth cues from the channel and spatial views.

SALIENT OBJECT DETECTION

7
06 Jul 2020

Multi-Scale Interactive Network for Salient Object Detection

CVPR 2020 lartpang/MINet

To obtain more efficient multi-scale features from the integrated features, the self-interaction modules are embedded in each decoder unit.

SALIENT OBJECT DETECTION

39
01 Jun 2020

A2dele: Adaptive and Attentive Depth Distiller for Efficient RGB-D Salient Object Detection

CVPR 2020 OIPLab-DUT/CVPR2020-A2dele

Existing state-of-the-art RGB-D salient object detection methods explore RGB-D data relying on a two-stream architecture, in which an independent subnetwork is required to process depth data.

SALIENCY DETECTION SALIENT OBJECT DETECTION

9
01 Jun 2020

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 SALIENT OBJECT DETECTION

940
18 May 2020

JL-DCF: Joint Learning and Densely-Cooperative Fusion Framework for RGB-D Salient Object Detection

CVPR 2020 kerenfu/JLDCF

This paper proposes a novel joint learning and densely-cooperative fusion (JL-DCF) architecture for RGB-D salient object detection.

SALIENT OBJECT DETECTION

33
18 Apr 2020

DFNet: Discriminative feature extraction and integration network for salient object detection

3 Apr 2020Sina-Mohammadi/DFNet

To address the second challenge, we propose an Attention-based Multi-level Integrator Module to give the model the ability to assign different weights to multi-level feature maps.

SALIENCY DETECTION SALIENT OBJECT DETECTION

16
03 Apr 2020

Evaluating Salient Object Detection in Natural Images with Multiple Objects having Multi-level Saliency

19 Mar 2020gokyildirim/salmon_dataset

In this paper, we corroborate based on three subjective experiments on a novel image dataset that objects in natural images are inherently perceived to have varying levels of importance.

SALIENCY DETECTION SALIENT OBJECT DETECTION

2
19 Mar 2020

Weakly-Supervised Salient Object Detection via Scribble Annotations

CVPR 2020 JingZhang617/Scribble_Saliency

In this paper, we propose a weakly-supervised salient object detection model to learn saliency from such annotations.

EDGE DETECTION SALIENT OBJECT DETECTION

47
17 Mar 2020

Global Context-Aware Progressive Aggregation Network for Salient Object Detection

2 Mar 2020anish9/GCPAnet-tensorflow2.2

Deep convolutional neural networks have achieved competitive performance in salient object detection, in which how to learn effective and comprehensive features plays a critical role.

SALIENT OBJECT DETECTION

9
02 Mar 2020
2
08 Dec 2019