Datasets › Real HSI

Real HSI (End-to-End Low Cost Compressive Spectral Imaging with Spatial-Spectral Self-Attention)

Introduced by Ziyi Meng et al. in End-to-End Low Cost Compressive Spectral Imaging with Spatial-Spectral Self-Attention1 Aug 2020 archive 2025-07-28

End-to-End Low Cost Compressive Spectral Imaging with Spatial-Spectral Self-Attention

Homepage Benchmarks Papers JSON

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)	Paper	Code
Spectral Reconstruction	Real HSI	DAUHST-9stg User Study Score 15	Degradation-Aware Unfolding Half-Shuffle Transformer for...	caiyuanhao1998/MST	9	Compare

Papers archive 2025-07-28

8 shown of 8 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 13. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
Improving Spectral Snapshot Reconstruction with Spectral-Spatial Rectification	1	1	1 Jan 2024	not harvested
Dual Prior Unfolding for Snapshot Compressive Imaging	1	1	1 Jan 2024	not harvested
Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive Imaging	1	1	20 May 2022	ran 4 of 8 samples (4 unverified)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction	3	1	17 Apr 2022	ran 3 of 3 samples (0 unverified; 3 pointer-only for licence)
Coarse-to-Fine Sparse Transformer for Hyperspectral Image Reconstruction	1	1	9 Mar 2022	ran 13 of 16 samples (3 unverified)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging	2	1	4 Mar 2022	ran 4 of 6 samples (2 unverified)
Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image Reconstruction	4	1	15 Nov 2021	ran 3 of 3 samples (0 unverified)
End-to-End Low Cost Compressive Spectral Imaging with Spatial-Spectral Self-Attention	1	1	1 Aug 2020	not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Spectral Reconstruction

License archive 2025-07-28

https://github.com/mengziyi64/TSA-Net

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

English

Variants archive 2025-07-28

Real HSI

1 variant name, as the archive lists them.

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