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BSDS500 (Berkeley Segmentation Dataset 500)

Introduced in Contour Detection and Hierarchical Image Segmentation1 Jan 2011 archive 2025-07-28

Berkeley Segmentation Data Set 500 (BSDS500) is a standard benchmark for contour detection. This dataset is designed for evaluating natural edge detection that includes not only object contours but also object interior boundaries and background boundaries. It includes 500 natural images with carefully annotated boundaries collected from multiple users. The dataset is divided into three parts: 200 for training, 100 for validation and the rest 200 for test.

Source: Object Contour Detection with a Fully Convolutional Encoder-Decoder Network Image Source: https://www2.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/resources.html

Benchmarks archive 2025-07-28

All 8 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

Papers archive 2025-07-28

4 shown of 4 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 261. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Towards Flexible Blind JPEG Artifacts Removal 2 6 29 Sep 2021 ran 9 of 11 samples (2 unverified)
Sequential Convolution and Runge-Kutta Residual Architecture for Image Compressed Sensing 1 1 1 Aug 2020 not harvested
Quantization Guided JPEG Artifact Correction 1 6 17 Apr 2020 not harvested
Object Contour and Edge Detection with RefineContourNet 2 1 30 Apr 2019 not harvested

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • BSDS500 (Quality 30 Grayscale)
  • BSDS500 (Quality 30 Color)
  • BSDS500 (Quality 20 Grayscale)
  • BSDS500 (Quality 20 Color)
  • BSDS500 (Quality 10 Grayscale)
  • BSDS500 (Quality 10 Color)
  • BSDS500

7 variant names, as the archive lists them.

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