Methods › Computer Vision › One-Stage Object Detection Models › CPN

Contour Proposal Network

CPN

14 papers tagged archive 2025-07-28

Introduced by Eric Upschulte et al. in Contour Proposal Networks for Biomedical Instance Segmentation

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

The Contour Proposal Network (CPN) detects possibly overlapping objects in an image while simultaneously fitting pixel-precise closed object contours. The CPN can incorporate state of the art object detection architectures as backbone networks into a fast single-stage instance segmentation model that can be trained end-to-end.

PaperSourceSee Code · FZJ-INM1-BDA/celldetection

Papers archive 2025-07-28

14 shown of 14, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Tasks archive 2025-07-28

20 shown of 30 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
Segmentation4
3D Human Pose Estimation3
Monocular 3D Human Pose Estimation3
Pose Estimation3
Semantic Segmentation3
Cell Segmentation2
Instance Segmentation2
Object Detection2
Weakly supervised Semantic Segmentation2
Weakly-Supervised Semantic Segmentation2
Blood Cell Detection1
Cell Detection1
Contrastive Learning1
Denoising1
Few-Shot Learning1
Inductive Bias1
Management1
Meta-Learning1
Object1
Real-Time Object Detection1

Usage over time archive 2025-07-28

Papers per year tagged with CPN: 2021 to 2024, peak 5 5 0 2021: 5 papers 2021 2022: 4 papers 2022 2023: 3 papers 2023 2024: 2 papers 2024
Papers per year the archive tags with this method, by the paper's archive date (14 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

One-Stage Object Detection ModelsInstance Segmentation ModelsObject Detection Models

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