Skin Lesion Segmentation

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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

2 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.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 76 papers with code (154 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.

• A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation
  18 Oct 2018 6 repositories listed
  We propose a generalized focal loss function based on the Tversky index to address the issue of data imbalance in medical image segmentation.
• U-Net v2: Rethinking the Skip Connections of U-Net for Medical Image Segmentation
  29 Nov 2023 4 repositories listed
  We evaluate our method on several public medical image segmentation datasets for skin lesion segmentation and polyp segmentation, and the experimental results demonstrate the segmentation accuracy of our new method over…
• Matthews Correlation Coefficient Loss for Deep Convolutional Networks: Application to Skin Lesion Segmentation
  26 Oct 2020 4 repositories listed
  The segmentation of skin lesions is a crucial task in clinical decision support systems for the computer aided diagnosis of skin lesions.
• Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions
  31 Aug 2019 4 repositories listed
  To strengthen feature propagation and encourage feature reuse, we use densely connected convolutions in the last convolutional layer of the encoding path.
• RECOD Titans at ISIC Challenge 2017
  14 Mar 2017 4 repositories listed
  This extended abstract describes the participation of RECOD Titans in parts 1 and 3 of the ISIC Challenge 2017 "Skin Lesion Analysis Towards Melanoma Detection" (ISBI 2017).
• CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation
  22 Sep 2020 3 repositories listed
  Also, we propose a scale attention module implicitly emphasizing the most salient feature maps among multiple scales so that the CNN is adaptive to the size of an object.
• Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers
  25 Aug 2023 2 repositories listed
  Furthermore, to intensify the importance of the boundary information, we impose an additional attention map by creating a Gaussian pyramid on top of the HF components.
• MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets
  5 Jul 2023 2 repositories listed
  Naivly combining datasets from different domains can result in negative knowledge transfer (NKT), i.
• Calibrate the inter-observer segmentation uncertainty via diagnosis-first principle
  5 Aug 2022 2 repositories listed
  Inspired by this observation, we propose diagnosis-first principle, which is to take disease diagnosis as the criterion to calibrate the inter-observer segmentation uncertainty.
• MFSNet: A Multi Focus Segmentation Network for Skin Lesion Segmentation
  27 Mar 2022 2 repositories listed
  Segmentation is essential for medical image analysis to identify and localize diseases, monitor morphological changes, and extract discriminative features for further diagnosis.
• DSNet: Automatic Dermoscopic Skin Lesion Segmentation
  9 Jul 2019 2 repositories listed
  We evaluate our proposed model on two publicly available datasets, namely ISIC-2017 and PH2.
• Automatic skin lesion segmentation on dermoscopic images by the means of superpixel merging
  21 Aug 2018 2 repositories listed
  We present a superpixel-based strategy for segmenting skin lesion on dermoscopic images.
• ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation
  25 Mar 2025 1 repository listed
  This paper presents a novel skin lesion segmentation framework, the Atrous Shifted Parallel Vision Mamba UNet (ASP-VMUNet), which integrates the efficient and scalable Mamba architecture to overcome limitations in…
• ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation
  5 Mar 2025 1 repository listed
  To address this, we propose ScaleFusionNet, a segmentation model that integrates Cross-Attention Transformer Module (CATM) and AdaptiveFusionBlock to enhance feature extraction and fusion.
• GS-TransUNet: Integrated 2D Gaussian Splatting and Transformer UNet for Accurate Skin Lesion Analysis
  23 Feb 2025 1 repository listed
  We can achieve fast and consistent early skin cancer detection with recent developments in computer vision and deep learning techniques.
• Image Segmentation: Inducing graph-based learning
  7 Jan 2025 1 repository listed
  This study explores the potential of graph neural networks (GNNs) to enhance semantic segmentation across diverse image modalities.
• QTSeg: A Query Token-Based Architecture for Efficient 2D Medical Image Segmentation
  23 Dec 2024 1 repository listed
  Conversely, transformer architectures leverage attention mechanisms to excel in handling long-range dependencies.
• Structure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation
  5 Dec 2024 1 repository listed
  To address these issues, we propose a novel medical image segmentation method that combines diffusion models and Structure-Preserving Network for structure-aware one-shot image stylization.
• MambaU-Lite: A Lightweight Model based on Mamba and Integrated Channel-Spatial Attention for Skin Lesion Segmentation
  2 Dec 2024 1 repository listed
  Early detection of skin abnormalities plays a crucial role in diagnosing and treating skin cancer.
• When Mamba Meets xLSTM: An Efficient and Precise Method with the xLSTM-VMUNet Model for Skin lesion Segmentation
  14 Nov 2024 1 repository listed
  Automatic melanoma segmentation is essential for early skin cancer detection, yet challenges arise from the heterogeneity of melanoma, as well as interfering factors like blurred boundaries, low contrast, and imaging…
• A Multimodal Vision Foundation Model for Clinical Dermatology
  19 Oct 2024 1 repository listed
  Diagnosing and treating skin diseases require advanced visual skills across domains and the ability to synthesize information from multiple imaging modalities.
• SkinMamba: A Precision Skin Lesion Segmentation Architecture with Cross-Scale Global State Modeling and Frequency Boundary Guidance
  17 Sep 2024 1 repository listed
  Skin lesion segmentation is a crucial method for identifying early skin cancer.
• SkinFormer: Learning Statistical Texture Representation with Transformer for Skin Lesion Segmentation
  13 Sep 2024 1 repository listed
  In this paper, we propose a trans\textbf{Former} network (\textbf{SkinFormer}) that efficiently extracts and fuses statistical texture representation for \textbf{Skin} lesion segmentation.
• MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation
  4 Sep 2024 1 repository listed
  Alternatively, some approaches resort to large-scale Transformer models to bridge the global contextual gaps, but at the expense of model size and computational complexity.
• Segmentation Style Discovery: Application to Skin Lesion Images
  5 Aug 2024 1 repository listed
  Variability in medical image segmentation, arising from annotator preferences, expertise, and their choice of tools, has been well documented.
• S-SYNTH: Knowledge-Based, Synthetic Generation of Skin Images
  31 Jul 2024 1 repository listed
  Development of artificial intelligence (AI) techniques in medical imaging requires access to large-scale and diverse datasets for training and evaluation.
• MUCM-Net: A Mamba Powered UCM-Net for Skin Lesion Segmentation
  24 May 2024 1 repository listed
  To further aid early diagnosis, especially on mobile devices with limited computing power, we present MUCM-Net.
• AC-MAMBASEG: An adaptive convolution and Mamba-based architecture for enhanced skin lesion segmentation
  5 May 2024 1 repository listed
  Skin lesion segmentation is a critical task in computer-aided diagnosis systems for dermatological diseases.
• UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation
  29 Mar 2024 1 repository listed Syntology ran 5 of 5 samples · 0 unverified
  In this paper, we deeply explore the key elements of parameter influence in Mamba and propose an UltraLight Vision Mamba UNet (UltraLight VM-UNet) based on this.
• MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention
  14 Dec 2023 1 repository listed
  To process the significant variations of lesion regions or organs in individual sizes and shapes, we also use multiple convolutions of strip-shape kernels with different kernel sizes in each axial attention path to…

Syntology lines on 1 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.