# Salient Object Detection

133 papers with code • 5 benchmarks • 13 datasets

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# Res2Net: A New Multi-scale Backbone Architecture

2 Apr 2019

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.

14,858

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

18 May 2020

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

5,092

# BASNet: Boundary-Aware Salient Object Detection

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

1,092

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

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.

522

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

19 Apr 2019

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

339

# EGNet: Edge Guidance Network for Salient Object Detection

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

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# Cascaded Partial Decoder for Fast and Accurate Salient Object Detection

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

236

# Deeply supervised salient object detection with short connections

Recent progress on saliency detection is substantial, benefiting mostly from the explosive development of Convolutional Neural Networks (CNNs).

230

# HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS

18 Jan 2021

The decoder part is inspired by the Cascaded Partial Decoder, known for fast and accurate salient object detection.

204

# Highly Efficient Salient Object Detection with 100K Parameters

Salient object detection models often demand a considerable amount of computation cost to make precise prediction for each pixel, making them hardly applicable on low-power devices.

192