image smoothing

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

1 dataset 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

20 shown of 20 papers with code (45 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.

• Kornia: an Open Source Differentiable Computer Vision Library for PyTorch
  5 Oct 2019 5 repositories listed Syntology ran 0 of 20 samples · 20 unverified
  This work presents Kornia -- an open source computer vision library which consists of a set of differentiable routines and modules to solve generic computer vision problems.
• Deep PCB To COCO Convertor
  1 May 2022 2 repositories listed
  It has 1500 image pairs.
• Fast Isotropic Median Filtering
  28 May 2025 1 repository listed
  Median filtering is a cornerstone of computational image processing.
• A Complementary Global and Local Knowledge Network for Ultrasound denoising with Fine-grained Refinement
  5 Oct 2023 1 repository listed
  However, the presence of speckle noise in ultrasound images invariably degrades image quality, impeding the performance of subsequent tasks, such as segmentation and classification.
• OSRE: Object-to-Spot Rotation Estimation for Bike Parking Assessment
  1 Mar 2023 1 repository listed
  However, estimating object rotation with respect to other visual objects in the visual context of an input image still lacks deep studies due to the unavailability of object datasets with rotation annotations.
• Difference of Anisotropic and Isotropic TV for Segmentation under Blur and Poisson Noise
  6 Jan 2023 1 repository listed
  In this paper, we aim to segment an image degraded by blur and Poisson noise.
• Contrastive Semantic-Guided Image Smoothing Network
  2 Sep 2022 1 repository listed
  Image smoothing is a fundamental low-level vision task that aims to preserve salient structures of an image while removing insignificant details.
• AugStatic - A Light-Weight Image Augmentation Library
  1 May 2022 1 repository listed
  AugStatic is a custom-built image augmentation library with lower computation costs and more extraordinary salient features compared to other image augmentation libraries.
• Augmented Balanced Image Dataset Generator Using AugStatic Library
  1 May 2022 1 repository listed
  This paper focuses on the image dataset generator that balances an imbalanced dataset using the AugStatic augmentation library.
• A Generalized Framework for Edge-preserving and Structure-preserving Image Smoothing
  15 Jul 2021 1 repository listed
  The effectiveness and superior performance of our approach are validated through comprehensive experiments in a range of applications.
• Field of Junctions: Extracting Boundary Structure at Low SNR
  27 Nov 2020 1 repository listed
  We introduce a bottom-up model for simultaneously finding many boundary elements in an image, including contours, corners and junctions.
• Differentiable Data Augmentation with Kornia
  19 Nov 2020 1 repository listed
  In this paper we present a review of the Kornia differentiable data augmentation (DDA) module for both for spatial (2D) and volumetric (3D) tensors.
• Image Smoothing Algorithm Based on Gradient Analysis
  16 Jun 2020 1 repository listed
  As additional measure that helps to discriminate the types of boundaries inverted gradient values were used.
• Concurrently Extrapolating and Interpolating Networks for Continuous Model Generation
  12 Jan 2020 1 repository listed
  Most deep image smoothing operators are always trained repetitively when different explicit structure-texture pairs are employed as label images for each algorithm configured with different parameters.
• A Generalized Framework for Edge-preserving and Structure-preserving Image Smoothing
  23 Jul 2019 1 repository listed
  In this paper, a non-convex non-smooth optimization framework is proposed to achieve diverse smoothing natures where even contradictive smoothing behaviors can be achieved.
• Side Window Filtering
  17 May 2019 1 repository listed
  In addition to image filtering, we further show that the SWF principle can be extended to other applications involving the use of a local window.
• A Benchmark for Edge-Preserving Image Smoothing
  2 Apr 2019 1 repository listed
  This benchmark includes an image dataset with groundtruth image smoothing results as well as baseline algorithms that can generate competitive edge-preserving smoothing results for a wide range of image contents.
• Image Smoothing via Unsupervised Learning
  7 Nov 2018 1 repository listed
  Image smoothing represents a fundamental component of many disparate computer vision and graphics applications.
• Decouple Learning for Parameterized Image Operators
  21 Jul 2018 1 repository listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  Many different deep networks have been used to approximate, accelerate or improve traditional image operators, such as image smoothing, super-resolution and denoising.
• A Generic Deep Architecture for Single Image Reflection Removal and Image Smoothing
  11 Aug 2017 1 repository listed
  This paper proposes a deep neural network structure that exploits edge information in addressing representative low-level vision tasks such as layer separation and image filtering.

Syntology lines on 2 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.