Salient Object Detection

235 papers with code • 6 benchmarks • 16 datasets

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Libraries

Use these libraries to find Salient Object Detection models and implementations

Salient Object Detection in RGB-D Videos

kerenfu/rdvs 24 Oct 2023

Ablation experiments were performed on both pseudo and realistic RGB-D video datasets to demonstrate the advantages of individual modules as well as the necessity of introducing realistic depth.

35
24 Oct 2023

Towards Open-World Co-Salient Object Detection with Generative Uncertainty-aware Group Selective Exchange-Masking

wuyang98/CoSOD 16 Oct 2023

To simultaneously consider the uncertainty introduced by irrelevant images and the consensus features of the remaining relevant images in the group, we designed a latent variable generator branch and CoSOD transformer branch.

6
16 Oct 2023

DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation

VCIP-RGBD/DFormer 18 Sep 2023

We present DFormer, a novel RGB-D pretraining framework to learn transferable representations for RGB-D segmentation tasks.

110
18 Sep 2023

M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection

I2-Multimedia-Lab/M3Net 15 Sep 2023

To overcome these, we propose the M$^3$Net, i. e., the Multilevel, Mixed and Multistage attention network for Salient Object Detection (SOD).

26
15 Sep 2023

Salient Object Detection in Optical Remote Sensing Images Driven by Transformer

mathlee/gelenet 15 Sep 2023

KTM models the contextual correlation knowledge of two middle-level features of different scales based on the self-attention mechanism, and transfers the knowledge to the raw features to generate more discriminative features.

22
15 Sep 2023

Zero-Shot Co-salient Object Detection Framework

hkxiao/zs-cosod 11 Sep 2023

Despite recent advancements in deep learning models, these models still rely on training with well-annotated CoSOD datasets.

4
11 Sep 2023

Point-aware Interaction and CNN-induced Refinement Network for RGB-D Salient Object Detection

rmcong/picr-net_acmmm23 17 Aug 2023

By integrating complementary information from RGB image and depth map, the ability of salient object detection (SOD) for complex and challenging scenes can be improved.

5
17 Aug 2023

Recurrent Multi-scale Transformer for High-Resolution Salient Object Detection

drowsymon/rmformer 7 Aug 2023

To address above issues, in this work, we first propose a new HRS10K dataset, which contains 10, 500 high-quality annotated images at 2K-8K resolution.

28
07 Aug 2023

Distortion-aware Transformer in 360° Salient Object Detection

yjzhao19981027/datformer 7 Aug 2023

The first is a Distortion Mapping Module, which guides the model to pre-adapt to distorted features globally.

1
07 Aug 2023

ComPtr: Towards Diverse Bi-source Dense Prediction Tasks via A Simple yet General Complementary Transformer

lartpang/comptr 23 Jul 2023

Specifically, unlike existing methods that over-specialize in a single task or a subset of tasks, ComPtr starts from the more general concept of bi-source dense prediction.

7
23 Jul 2023