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Dataset assetOpen Source CommunityComputer VisionSalient Object Detection

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.

Source
github
Created
Aug 10, 2019
Updated
Apr 28, 2024
Signals
237 views
Availability
Linked source ready
Overview

Dataset description and usage context

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

DatasetNJUDDUTLF‑DepthNLPRSIPSTEREOLFSDRGBD135SSDReDWeb‑SCOME15K
Size198512001000929797/100010013580317915625
PublicationICIPICCVECCVTNNLSCVPRCVPRICIMCSICCVWReDWeb‑SICCV
Download LinkLinkLinkLinkLinkLink/1000_oriLinkLinkLinkLinkLink

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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