Datasets › MDBD

MDBD (Multicue Dataset for Edge Detection)

archive 2025-07-28

In order to study the interaction of several early visual cues (luminance, color, stereo, motion) during boundary detection in challenging natural scenes, we have built a multi-cue video dataset composed of short binocular video sequences of natural scenes using a consumer-grade Fujifilm stereo camera (Mély, Kim, McGill, Guo and Serre, 2016). We considered a variety of places (from university campuses to street scenes and parks) and seasons to minimize possible biases. We attempted to capture more challenging scenes for boundary detection by framing a few dominant objects in each shot under a variety of appearances. Representative sample keyframes are shown on the figure below. The dataset contains 100 scenes, each consisting of a left and right view short (10-frame) color sequence. Each sequence was sampled at a rate of 30 frames per second. Each frame has a resolution of 1280 by 720 pixels.

Benchmarks archive 2025-07-28

All 1 leaderboard 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.

First row (archive order)PaperCode
Edge Detection MDBD DexiNed-a ODS 0.894 Dense Extreme Inception Network for Edge Detection xavysp/DexiNed 6 Compare

Papers archive 2025-07-28

5 shown of 5 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 6. 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
LDC: Lightweight Dense CNN for Edge Detection 1 1 27 Jun 2022 not harvested
Dense Extreme Inception Network for Edge Detection 1 2 4 Dec 2021 not harvested
Unmixing Convolutional Features for Crisp Edge Detection 1 1 19 Nov 2020 not harvested
Bi-Directional Cascade Network for Perceptual Edge Detection 2 1 28 Feb 2019 ran 0 of 2 samples (2 unverified)
Richer Convolutional Features for Edge Detection 3 1 7 Dec 2016 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • MDBD

1 variant name, as the archive lists them.

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