Snow Removal

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

18 shown of 18 papers with code (28 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Recurrent Video Restoration Transformer with Guided Deformable Attention
  5 Jun 2022 4 repositories listed Syntology ran 7 of 14 samples · 7 unverified · 5 pointer-only (licence)
  Specifically, RVRT divides the video into multiple clips and uses the previously inferred clip feature to estimate the subsequent clip feature.
• BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment
  27 Apr 2021 3 repositories listed
  We show that by empowering the recurrent framework with the enhanced propagation and alignment, one can exploit spatiotemporal information across misaligned video frames more effectively.
• Restoring Snow-Degraded Single Images With Wavelet in Vision Transformer
  11 Sep 2023 2 repositories listed
  In our experiments, we evaluated the performance of our model on the popular SRRS, SNOW100K, and CSD datasets, respectively.
• Semi-Supervised Video Desnowing Network via Temporal Decoupling Experts and Distribution-Driven Contrastive Regularization
  10 Oct 2024 1 repository listed
  Specifically, we construct a real-world dataset with 85 snowy videos, and then present a Semi-supervised Video Desnowing Network (SemiVDN) equipped by a novel Distribution-driven Contrastive Regularization.
• Learning Truncated Causal History Model for Video Restoration
  4 Oct 2024 1 repository listed Syntology ran 7 of 12 samples · 5 unverified
  In this work, we propose TURTLE to learn the truncated causal history model for efficient and high-performing video restoration.
• OneRestore: A Universal Restoration Framework for Composite Degradation
  5 Jul 2024 1 repository listed Syntology ran 7 of 13 samples · 6 unverified · 13 pointer-only (licence)
  In real-world scenarios, image impairments often manifest as composite degradations, presenting a complex interplay of elements such as low light, haze, rain, and snow.
• Revitalizing Convolutional Network for Image Restoration
  25 Jun 2024 1 repository listed
  Image restoration aims to reconstruct a high-quality image from its corrupted version, playing essential roles in many scenarios.
• A deep learning approach for marine snow synthesis and removal
  27 Nov 2023 1 repository listed
  Marine snow, the floating particles in underwater images, severely degrades the visibility and performance of human and machine vision systems.
• Snow Removal for LiDAR Point Clouds with Spatio-temporal Conditional Random Fields
  4 Sep 2023 1 repository listed
  The proposed approach first constructs the CRF based on k-nearest neighbors with the snow confidence derived from the physical priors of snow, such as intensity and distribution.
• Snow Removal in Video: A New Dataset and A Novel Method
  1 Jan 2023 1 repository listed
  We also develop a deep learning framework for video snow removal.
• LiSnowNet: Real-time Snow Removal for LiDAR Point Cloud
  18 Nov 2022 1 repository listed
  LiDARs have been widely adopted to modern self-driving vehicles, providing 3D information of the scene and surrounding objects.
• LMQFormer: A Laplace-Prior-Guided Mask Query Transformer for Lightweight Snow Removal
  10 Oct 2022 1 repository listed
  Secondly, we design a Mask Query Transformer (MQFormer) to remove snow with the coarse mask, where we use two parallel encoders and a hybrid decoder to learn extensive snow features under lightweight requirements.
• SnowFormer: Context Interaction Transformer with Scale-awareness for Single Image Desnowing
  20 Aug 2022 1 repository listed Syntology ran 6 of 11 samples · 5 unverified · 11 pointer-only (licence)
  Due to various and complicated snow degradations, single image desnowing is a challenging image restoration task.
• TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions
  29 Nov 2021 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  We also introduce a transformer decoder with learnable weather type embeddings to adjust to the weather degradation at hand.
• Marine Snow Removal Benchmarking Dataset
  26 Mar 2021 1 repository listed
  This paper introduces a new benchmarking dataset for marine snow removal of underwater images.
• ALL Snow Removed: Single Image Desnowing Algorithm Using Hierarchical Dual-Tree Complex Wavelet Representation and Contradict Channel Loss
  1 Jan 2021 1 repository listed
  Moreover, due to the limitation of existing snow datasets, to simulate the snow scenarios comprehensively, we propose a large-scale dataset called Comprehensive Snow Dataset (CSD).
• JSTASR: Joint Size and Transparency-Aware Snow Removal Algorithm Based on Modified Partial Convolution and Veiling Effect Removal
  1 Aug 2020 1 repository listed
  It can classify snow particles according to their sizes and conduct snow removal in different scales.
• Video Rain/Snow Removal by Transformed Online Multiscale Convolutional Sparse Coding
  13 Sep 2019 1 repository listed
  Furthermore, a transformation operator imposed on the background scenes is further embedded into the proposed model, which finely conveys the dynamic background transformations, such as rotations, scalings and…

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.