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RGB-D Saliency Datasets
We have collected and shared multiple ready‑to‑use RGB‑D saliency datasets, including a test set and two popular training sets. The datasets cover various scenes and scales, suitable for RGB‑D saliency detection research.
Updated 4/28/2024
github
Description
Dataset Overview
Dataset Name
- RGBD‑SOD‑datasets
Dataset Content
- Contains multiple RGB‑D saliency detection datasets, provided as ready‑to‑download packages.
Dataset Composition
- Test Set: All test data, extraction code b2p2.
- Training Set 1: Includes NJUD and NLPR, extraction code 76gu.
- Training Set 2: Includes NJUD, NLPR, and DUT, extraction code 201p.
Detailed Information
| Dataset | NJUD | DUTLF‑Depth | NLPR | SIP | STEREO | LFSD | RGBD135 | SSD | ReDWeb‑S | COME15K |
|---|---|---|---|---|---|---|---|---|---|---|
| Size | 1985 | 1200 | 1000 | 929 | 797/1000 | 100 | 135 | 80 | 3179 | 15625 |
| Publication | ICIP | ICCV | ECCV | TNNLS | CVPR | CVPR | ICIMCS | ICCVW | ReDWeb‑S | ICCV |
| Download Link | Link | Link | Link | Link | Link/1000_ori | Link | Link | Link | Link | Link |
Usage Tips
- All data are uniformly resized to 256 × 256 px for training.
Citation
-
If you use the DUTLF‑Depth dataset, please cite:
@inproceedings{piao2019depth, title={Depth‑induced multi‑scale recurrent attention network for saliency detection}, author={Piao, Yongri and Ji, Wei and Li, Jingjing and Zhang, Miao and Lu, Huchuan}, booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision}, pages={7254--7263}, year={2019} }
Evaluation Metrics
- Provides comprehensive saliency object detection metrics, including E‑measure, S‑measure, weighted F‑measure, MAE score and PR curve. Evaluation toolbox: Saliency‑Evaluation‑Toolbox.
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Topics
Computer Vision
Salient Object Detection
Source
Organization: github
Created: 8/10/2019
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