SOD CNNs-based code list

The repository provide a summary (Code and Paper) for salient object detection with deep learning.

2D RGB saliency detection

2019

No. Pub. Title Links
01 CVPR AFNet: Attentive Feedback Network for Boundary-aware Salient Object Detection Paper/Code
02 CVPR BASNet: Boundary Aware Salient Object Detection Paper/Code
03 CVPR CPD: Cascaded Partial Decoder for Accurate and Fast Salient Object Detection Paper/Code
04 CVPR Multi-source weak supervision for saliency detection Paper/Code
05 CVPR MLMSNet:A Mutual Learning Method for Salient Object Detection with intertwined Multi-Supervision Paper/Code
06 CVPR CapSal: Leveraging Captioning to Boost Semantics for Salient Object Detection Paper/Code
07 CVPR PoolNet: A Simple Pooling-Based Design for Real-Time Salient Object Detection Paper/Code
08 CVPR An Iterative and Cooperative Top-down and Bottom-up Inference Network for Salient Object Detection Paper/Code
09 CVPR Pyramid Feature Attention Network for Saliency detection Paper/Code
10 AAAI Deep Embedding Features for Salient Object Detection Paper/Code
11 ICIP Salient Object Detection Via Deep Hierarchical Context Aggregation And Multi-Layer Supervision Paper/Code
12 IEEE TCyb ROSA: Robust Salient Object Detection against Adversarial Attacks Paper/Code
13 arXiv DSAL-GAN: DENOISING BASED SALIENCY PREDICTION WITH GENERATIVE ADVERSARIAL NETWORKS Paper/Code
14 arXiv SAC-Net: Spatial Attenuation Context for Salient Object Detection Paper/Code
15 arXiv SE2Net: Siamese Edge-Enhancement Network for Salient Object Detection Paper/Code
16 arXiv Region Refinement Network for Salient Object Detection Paper/Code
17 arXiv Contour Loss: Boundary-Aware Learning for Salient Object Segmentation Paper/Code
18 arXiv OGNet: Salient Object Detection with Output-guided Attention Module Paper/Code
19 arXiv Edge-guided Non-local Fully Convolutional Network for Salient Object Detection Paper/Code
20 ICCV FLoss:Optimizing the F-measure for Threshold-free Salient Object Detection Paper/Code
21 ICCV Stacked Cross Refinement Network for Salient Object Detection Paper/Code
22 ICCV Selectivity or Invariance: Boundary-aware Salient Object Detection Paper/Code

2018

No. Pub. Title Links
01 CVPR A Bi-Directional Message Passing Model for Salient Object Detection Paper/Code
02 CVPR PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection Paper/Code
03 CVPR PAGR: Progressive Attention Guided Recurrent Network for Salient Object Detection Paper/Code
04 CVPR Learning to promote saliency detectors Paper/Code
05 CVPR Detect Globally, Refine Locally: A Novel Approach to Saliency Detection Paper/Code
06 CVPR Salient Object Detection Driven by Fixation Prediction Paper/Code
07 IJCAI R3Net: Recurrent Residual Refinement Network for Saliency Detection Paper/Code
08 IJCAI LFR: Salient Object Detection by Lossless Feature Reflection Paper/Code
09 ECCV Contour Knowledge Transfer for Salient Object Detection Paper/Code
10 ECCV Reverse Attention for Salient Object Detection Paper/Code
11 IEEE TIP An unsupervised game-theoretic approach to saliency detection Paper/Code
12 arXiv Agile Amulet: Real-Time Salient Object Detection with Contextual Attention Paper/Code
13 arXiv HyperFusion-Net: Densely Reflective Fusion for Salient Object Detection Paper/Code
14 arXiv (TBOS)Three Birds One Stone: A Unified Framework for Salient Object Segmentation, Edge Detection and Skeleton Extraction Paper/Code

2017

No. Pub. Title Links
01 CVPR DSS: Deeply Supervised Salient Object Detection with Short Connections Paper/Code
02 CVPR Non-Local Deep Features for Salient Object Detection Paper/Code
03 CVPR Learning to Detect Salient Objects with Image-level Supervision Paper/Code
04 CVPR SalGAN: visual saliency prediction with adversarial networks Paper/Code
05 ICCV A Stagewise Refinement Model for Detecting Salient Objects in Images Paper/Code
06 ICCV Amulet: Aggregating Multi-level Convolutional Features for Salient Object Detection Paper/Code
07 ICCV Learning Uncertain Convolutional Features for Accurate Saliency Detection Paper/Code

2016

No. Pub. Title Links
01 CVPR DHSNet: Deep hierarchical saliency network for salient object detection Paper/Code
02 CVPR ELD: Deep Saliency with Encoded Low level Distance Map and High Level Features Paper/Code
03 ECCV RFCN: Saliency detection with recurrent fully convolutional networks Paper/Code