Datasets › CSD

CSD (Collaborative SLAM Dataset)

Introduced by Stuart Golodetz et al. in Collaborative Large-Scale Dense 3D Reconstruction with Online Inter-Agent Pose Optimisation archive 2025-07-28

Comprises 4 different subsets - Flat, House, Priory and Lab - each containing a number of different sequences that can be successfully relocalised against each other.

Source: CSD

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
Single Image Desnowing CSD Instruct-IPT Average PSNR (dB) 40.12 Instruct-IPT: All-in-One Image Processing Transformer... huawei-noah/Pretrained-IPT 6 Compare

Papers archive 2025-07-28

6 shown of 6 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 8. 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
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation 1 1 30 Jun 2024 not harvested
SnowFormer: Context Interaction Transformer with Scale-awareness for Single Image Desnowing 1 1 20 Aug 2022 ran 6 of 11 samples (5 unverified; 11 pointer-only for licence)
Simple Baselines for Image Restoration 13 1 10 Apr 2022 ran 23 of 30 samples (7 unverified; 17 pointer-only for licence)
Restormer: Efficient Transformer for High-Resolution Image Restoration 13 1 18 Nov 2021 ran 4 of 4 samples (0 unverified; 4 pointer-only for licence)
Uformer: A General U-Shaped Transformer for Image Restoration 4 1 6 Jun 2021 ran 6 of 6 samples (0 unverified; 2 pointer-only for licence)
ALL Snow Removed: Single Image Desnowing Algorithm Using Hierarchical Dual-Tree Complex Wavelet Representation and Contradict Channel Loss 1 1 1 Jan 2021 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

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

  • CSD

1 variant name, as the archive lists them.

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