Datasets › ISTD+

ISTD+

archive 2025-07-28

ISTD+ consists of shadow images, shadow-free images, and shadow masks, with 1,330 training images and 540 testing images from 135 unique background scenes. ISTD suffers from color and luminosity inconsistencies between shadow and shadow-free images, which ISTD+ corrects with a color compensation mechanism to ensure uniform pixel colors across the ground-truth images.

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
Shadow Removal ISTD+ RASM RMSE 2.53 Regional Attention for Shadow Removal CalcuLuUus/RASM 26 Compare

Papers archive 2025-07-28

14 shown of 14 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 15. 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
Regional Attention for Shadow Removal 1 1 21 Nov 2024 not harvested
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal 1 2 29 Apr 2024 not harvested
HomoFormer: Homogenized Transformer for Image Shadow Removal 1 2 1 Jan 2024 not harvested
ShadowFormer: Global Context Helps Image Shadow Removal 2 2 3 Feb 2023 not harvested
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal 1 2 9 Dec 2022 not harvested
Style-Guided Shadow Removal 1 2 9 Nov 2022 not harvested
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network 1 2 21 Jul 2022 not harvested
Bijective Mapping Network for Shadow Removal 2 2 1 Jan 2022 not harvested
From Shadow Generation to Shadow Removal 1 2 24 Mar 2021 not harvested
Auto-Exposure Fusion for Single-Image Shadow Removal 2 2 1 Mar 2021 ran 3 of 7 samples (4 unverified; 7 pointer-only for licence)
Shadow Removal via Shadow Image Decomposition 3 2 23 Aug 2019 ran 0 of 11 samples (11 unverified)
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data 5 2 26 Mar 2019 not harvested
Direction-aware Spatial Context Features for Shadow Detection and Removal 2 1 12 May 2018 ran 1 of 2 samples (1 unverified)
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal 5 2 7 Dec 2017 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)

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

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • ISTD+

1 variant name, as the archive lists them.

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