Datasets › VRDS

VRDS (Video Raindrop and Rain Streak Removal)

1 Oct 2023 archive 2025-07-28

We generate a synthesized dataset, namely VRDS, with 102 rainy videos from diverse scenarios, and each video frame has the corresponding rain streak map, raindrop mask, and the underlying rain-free clean image (ground truth). This dataset serves as a valuable resource for researchers in this field to develop and test novel methods for the removal of rain streaks and raindrops from video data. To enable our model to cope with various lighting conditions, we considered different weather scenarios, particularly cloudy conditions due to the close correlation between cloudy and rainy conditions. All of the scenarios are present in both the training and test sets, thereby allowing for fair and accurate comparisons between different methods on our dataset. We captured a total of 102 videos, 72 of which were used for training and 30 for testing. The selected video resolution is 1280×720, and each contains 100 frames.

Paper: Link

Website: Github

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
Video deraining VRDS Turtle SSIM 0.9590 Learning Truncated Causal History Model for Video Restoration Ascend-Research/Turtle 8 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 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
Learning Truncated Causal History Model for Video Restoration 1 1 4 Oct 2024 ran 7 of 12 samples (5 unverified)
RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining 1 1 31 Jul 2024 ran 2 of 2 samples (0 unverified)
Recurrent Video Restoration Transformer with Guided Deformable Attention 4 1 5 Jun 2022 ran 7 of 14 samples (7 unverified; 5 pointer-only for licence)
Learning Trajectory-Aware Transformer for Video Super-Resolution 1 1 8 Apr 2022 ran 1 of 7 samples (6 unverified)
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)
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment 3 1 27 Apr 2021 not harvested
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond 6 1 3 Dec 2020 not harvested
MPRNet: Multi-Path Residual Network for Lightweight Image Super Resolution 1 1 9 Nov 2020 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

  • VRDS

1 variant name, as the archive lists them.

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