Benchmarks
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Datasets
Greatest papers with code
Res2Net: A New Multi-scale Backbone Architecture
• rwightman/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.
Ranked #4 on
RGB Salient Object Detection
on ECSSD
IMAGE CLASSIFICATION INSTANCE SEGMENTATION RGB SALIENT OBJECT DETECTION SALIENT OBJECT DETECTION
U$^2$-Net: Going Deeper with Nested U-Structure for Salient Object Detection
• NathanUA/U-2-Net
•
In this paper, we design a simple yet powerful deep network architecture, U$^2$-Net, for salient object detection (SOD).
Ranked #1 on
Salient Object Detection
on PASCAL-S
IMAGE CLASSIFICATION RGB SALIENT OBJECT DETECTION SALIENCY DETECTION SALIENT OBJECT DETECTION
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.
Ranked #1 on
Salient Object Detection
on DUTS-TE
CAMOUFLAGED OBJECT SEGMENTATION RGB SALIENT OBJECT DETECTION SALIENCY PREDICTION SALIENT OBJECT DETECTION 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.
Ranked #1 on
RGB Salient Object Detection
on PASCAL-S
Salient Object Detection in the Deep Learning Era: An In-Depth Survey
As an essential problem in computer vision, salient object detection (SOD) has attracted an increasing amount of research attention over the years.
RGB SALIENT OBJECT DETECTION SALIENCY PREDICTION SALIENT OBJECT DETECTION
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.
Ranked #2 on
Camouflaged Object Segmentation
on COD
CAMOUFLAGED OBJECT SEGMENTATION CO-SALIENT OBJECT DETECTION 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.
Ranked #1 on
RGB Salient Object Detection
on ISTD
CAMOUFLAGED OBJECT SEGMENTATION RGB SALIENT OBJECT DETECTION SALIENT OBJECT DETECTION
Shifting More Attention to Video Salient Object Detection
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)
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.
Multi-scale Interactive Network for Salient Object Detection
To obtain more efficient multi-scale features from the integrated features, the self-interaction modules are embedded in each decoder unit.