Instance Segmentation

36개 벤치마크 · 논문 2,533편 · 이 태스크의 논문 보기 →

Benchmarks

Most implemented

MMDetection: Open MMLab Detection Toolbox and Benchmark

2019-06-17 · 구현 142개

Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

2021-03-25 · 구현 80개

YOLACT: Real-time Instance Segmentation

2019-04-04 · 구현 48개

Deep High-Resolution Representation Learning for Visual Recognition

2019-08-20 · 구현 42개

Deep High-Resolution Representation Learning for Human Pose Estimation

2019-02-25 · 구현 39개

Papers

CedarCypress3D: an annotated UAV-LiDAR dataset of individual trees in planted cedar and cypress forests

2026-08-31 · Katsuto Shimizu, Fumiaki Kitahara, Tomohiro Nishizono, Hideki Saito 외 arxiv

Individual tree measurements derived from Light Detection and Ranging (LiDAR) mounted on Unmanned Aerial Vehicles (UAV) provide valuable information for forest inventory, ecosystem monitoring, and sustainable forest mana…

Instance Segmentation Semantic Segmentation Point Clouds

QCell: Recombining and Aligning Cell Queries for Overlapping Instance Segmentation

2026-08-29 · Yaroslav Prytula, Anton Popov, Dmytro Fishman hf

Instance segmentation of overlapping cells in microscopy remains challenging due to semi-transparent structures that produce weak boundaries and mixed visual evidence in overlap regions. Existing methods address this thr…

Instance Segmentation Cell Segmentation

Quality Inspection of Printed Circuit Board Pin Insertion via Semantic Segmentation and Board-Level Feature Extraction

2026-08-24 · Nils Rabeneck, André Kiunke, Nicole Hoess, Wolfgang Mauerer arxiv

Quality control during printed circuit board (PCB) assembly is a critical step in ensuring reliable electronic products. Detecting misaligned pins during or after pin insertion remains a particularly challenging inspecti…

Instance Segmentation Semantic Segmentation Anomaly Detection

HarvestPoint-ACT: Explicit Target Selection and Harvest-Point Conditioning for Robotic Fruit Harvesting under Occlusion

2026-08-19 · Hanying Hu, Weipeng Li, Yikun Huang, Hao Chen 외 arxiv

End-to-end imitation learning avoids hand-made robot motion for approaching and grasping, but the policy must still decide which fruit to pick and where to close the gripper. Occlusion can make the policy lose the select…

Instance Segmentation

TEAMS: Text-prompted spatiotEmporal dual-heAd Mamba Snake

2026-08-18 · Ruicheng Zhang, Jianhui Lei, Kaiwen Shen, Haowei Guo 외 arxiv

Deep snake is a promising family of instance segmentation methods that accurately predicts object-level contours, thereby overcoming common pixel-level misclassification issues such as mask cavities and jagged edges in s…

Medical Image Segmentation Instance Segmentation Semantic Segmentation

Unsupervised Learning of Cell Instances with Generative Routing Pyramids

2026-08-17 · Ziwen Liu, Martin Weigert arxiv

Identifying and representing object instances such as cells or nuclei is a common task in microscopy image analysis. Established machine learning workflows typically use supervised detection or segmentation followed by f…

Instance Segmentation

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