Nuclear Segmentation

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 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

4 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

13 shown of 13 papers with code (33 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.

• Image-to-Image Translation with Conditional Adversarial Networks
  21 Nov 2016 192 repositories listed Syntology ran 14 of 122 samples · 108 unverified · 1 pointer-only (licence)
  We investigate conditional adversarial networks as a general-purpose solution to image-to-image translation problems.
• Mask R-CNN
  20 Mar 2017 179 repositories listed Syntology ran 42 of 140 samples · 98 unverified · 23 pointer-only (licence)
  Our approach efficiently detects objects in an image while simultaneously generating a high-quality segmentation mask for each instance.
• Perceptual Losses for Real-Time Style Transfer and Super-Resolution
  27 Mar 2016 80 repositories listed Syntology ran 13 of 46 samples · 33 unverified · 5 pointer-only (licence)
  We consider image transformation problems, where an input image is transformed into an output image.
• HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images
  16 Dec 2018 4 repositories listed Syntology ran 1 of 6 samples · 5 unverified
  Nuclear segmentation and classification within Haematoxylin & Eosin stained histology images is a fundamental prerequisite in the digital pathology work-flow.
• Towards Large-Scale Training of Pathology Foundation Models
  24 Mar 2024 2 repositories listed Syntology ran 0 of 3 samples · 3 unverified · 3 pointer-only (licence)
  Driven by the recent advances in deep learning methods and, in particular, by the development of modern self-supervised learning algorithms, increased interest and efforts have been devoted to build foundation models…
• Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images
  6 Apr 2020 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Histology images are inherently symmetric under rotation, where each orientation is equally as likely to appear.
• Are nuclear masks all you need for improved out-of-domain generalisation? A closer look at cancer classification in histopathology
  14 Nov 2024 1 repository listed Syntology ran 1 of 2 samples · 1 unverified
  Domain generalisation in computational histopathology is challenging because the images are substantially affected by differences among hospitals due to factors like fixation and staining of tissue and imaging equipment.
• CoNIC Challenge: Pushing the Frontiers of Nuclear Detection, Segmentation, Classification and Counting
  11 Mar 2023 1 repository listed
  Nuclear detection, segmentation and morphometric profiling are essential in helping us further understand the relationship between histology and patient outcome.
• SynCLay: Interactive Synthesis of Histology Images from Bespoke Cellular Layouts
  28 Dec 2022 1 repository listed
  Tissue image generation based on bespoke cellular layouts through the proposed framework allows users to generate different histological patterns from arbitrary topological arrangement of different types of cells.
• Simultaneous Semantic and Instance Segmentation for Colon Nuclei Identification and Counting
  1 Mar 2022 1 repository listed
  In this work, we present a solution framed as a simultaneous semantic and instance segmentation framework.
• SONNET: A Self-Guided Ordinal Regression Neural Network for Segmentation and Classification of Nuclei in Large-Scale Multi-Tissue Histology Images
  9 Feb 2022 1 repository listed
  We show that the proposed network achieves the state-of-the-art performance in both nuclei segmentation and classification in comparison to several methods that are recently developed for segmentation and/or…
• RDCNet: Instance segmentation with a minimalist recurrent residual network
  2 Oct 2020 1 repository listed
  Instance segmentation is a key step for quantitative microscopy.
• Nuclei Segmentation via a Deep Panoptic Model with Semantic Feature Fusion
  10 Aug 2019 1 repository listed
  Automated detection and segmentation of individual nuclei in histopathology images is important for cancer diagnosis and prognosis.

Syntology lines on 7 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.