DeepAI AI Chat
Log In Sign Up

RGBT Salient Object Detection: A Large-scale Dataset and Benchmark

by   Zhengzheng Tu, et al.
NetEase, Inc

Salient object detection in complex scenes and environments is a challenging research topic. limits its performance of real-life applications when confronted with adverse conditions such as dark environments and complex backgrounds. advantage of RGB and thermal infrared images becomes a new research direction for detecting salient object in complex scenes recently, as thermal infrared spectrum imaging provides the complementary information and has been applied to many computer vision tasks. detection is limited by the lack of a large-scale dataset and comprehensive benchmark. including 5000 spatially aligned RGBT image pairs with ground truth annotations. environments for exploring the robustness of algorithms. we propose a powerful baseline approach, which extracts multi-level features within each modality and aggregates these features of all modalities with the attention mechanism, for accurate RGBT salient object detection. experiments show that the proposed baseline approach outperforms the state-of-the-art methods on VT5000 dataset and other two public datasets. addition, we carry out a comprehensive analysis of different algorithms of RGBT salient object detection on VT5000 dataset, and then make several valuable conclusions and provide some potential research directions for RGBT salient object detection.


page 2

page 3

page 5

page 6

page 8

page 9

page 10

page 12


Mirror Complementary Transformer Network for RGB-thermal Salient Object Detection

RGB-thermal salient object detection (RGB-T SOD) aims to locate the comm...

A Unified RGB-T Saliency Detection Benchmark: Dataset, Baselines, Analysis and A Novel Approach

Despite significant progress, image saliency detection still remains a c...

View-aware Salient Object Detection for 360° Omnidirectional Image

Image-based salient object detection (ISOD) in 360 scenarios is signific...

Large-Field Contextual Feature Learning for Glass Detection

Glass is very common in our daily life. Existing computer vision systems...

Scribble-Supervised RGB-T Salient Object Detection

Salient object detection segments attractive objects in scenes. RGB and ...

HyperFusion-Net: Densely Reflective Fusion for Salient Object Detection

Salient object detection (SOD), which aims to find the most important re...

Object Detection in the DCT Domain: is Luminance the Solution?

Object detection in images has reached unprecedented performances. The s...