Instance Segmentation

Instance Segmentation is a computer vision task that involves identifying and separating individual objects within an image, including detecting the boundaries of each object and assigning a unique label to each object. The goal of instance segmentation is to produce a pixel-wise segmentation map of the image, where each pixel is assigned to a specific object instance.

Image Credit: Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers, CVPR'21

Papers

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Showing 1376–1400 of 2262 papers

Title	Date	Tasks	Status
CAT: Learning to Collaborate Channel and Spatial Attention from Multi-Information Fusion	Dec 13, 2022	image-classificationImage Classification	—Unverified
CellMixer: Annotation-free Semantic Cell Segmentation of Heterogeneous Cell Populations	Dec 1, 2023	Cell SegmentationInstance Segmentation	—Unverified
CellSegmenter: unsupervised representation learning and instance segmentation of modular images	Nov 25, 2020	Instance SegmentationRepresentation Learning	—Unverified
CellTranspose: Few-shot Domain Adaptation for Cellular Instance Segmentation	Dec 28, 2022	Domain AdaptationInstance Segmentation	—Unverified
Center-Extraction-Based Three Dimensional Nuclei Instance Segmentation of Fluorescence Microscopy Images	Sep 13, 2019	Instance SegmentationSegmentation	—Unverified
CenterMask: single shot instance segmentation with point representation	Apr 9, 2020	Instance SegmentationObject	—Unverified
CFNet: Learning Correlation Functions for One-Stage Panoptic Segmentation	Jan 13, 2022	Instance SegmentationPanoptic Segmentation	—Unverified
Channel-wise Alignment for Adaptive Object Detection	Sep 7, 2020	Instance SegmentationObject	—Unverified
Chargrid-OCR: End-to-end Trainable Optical Character Recognition for Printed Documents using Instance Segmentation	Sep 10, 2019	GPUInstance Segmentation	—Unverified
CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation	Mar 13, 2019	Instance SegmentationMulti-tissue Nucleus Segmentation	—Unverified
ciscNet -- A Single-Branch Cell Instance Segmentation and Classification Network	Feb 25, 2022	ClassificationDecision Making	—Unverified
Classification Drives Geographic Bias in Street Scene Segmentation	Dec 15, 2024	ClassificationDiversity	—Unverified
Classifying, Segmenting, and Tracking Object Instances in Video with Mask Propagation	Dec 10, 2019	Instance SegmentationObject	—Unverified
ClickSeg: 3D Instance Segmentation with Click-Level Weak Annotations	Jul 19, 2023	3D Instance SegmentationClustering	—Unverified
Close the Sim2real Gap via Physically-based Structured Light Synthetic Data Simulation	Jul 17, 2024	Dataset GenerationDeep Learning	—Unverified
CloudTracks: A Dataset for Localizing Ship Tracks in Satellite Images of Clouds	Jan 25, 2024	Instance SegmentationSegmentation	—Unverified
ClusterNet: 3D Instance Segmentation in RGB-D Images	Jul 24, 2018	3D Instance SegmentationClustering	—Unverified
ClusterViG: Efficient Globally Aware Vision GNNs via Image Partitioning	Jan 18, 2025	graph constructionimage-classification	—Unverified
Cluttered Food Grasping with Adaptive Fingers and Synthetic-Data Trained Object Detection	Mar 10, 2022	Instance Segmentationobject-detection	—Unverified
CML-MOTS: Collaborative Multi-task Learning for Multi-Object Tracking and Segmentation	Nov 2, 2023	Autonomous DrivingInstance Segmentation	—Unverified
CNN-based Preprocessing to Optimize Watershed-based Cell Segmentation in 3D Confocal Microscopy Images	Oct 16, 2018	Cell SegmentationInstance Segmentation	—Unverified
Active Coarse-to-Fine Segmentation of Moveable Parts from Real Images	Mar 21, 2023	Active LearningDiversity	—Unverified
Colon Nuclei Instance Segmentation using a Probabilistic Two-Stage Detector	Mar 1, 2022	Instance Segmentationobject-detection	—Unverified
ColorRL: Reinforced Coloring for End-to-End Instance Segmentation	Jun 19, 2021	Deep Reinforcement LearningInstance Segmentation	—Unverified
Color Space-based HoVer-Net for Nuclei Instance Segmentation and Classification	Mar 3, 2022	Instance SegmentationSegmentation	—Unverified

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All datasets COCO test-dev COCO minival LVIS v1.0 val Cityscapes val ADE20K val ARMBench Occluded COCO OoDIS Separated COCO TBBR BDD100K val COCO val (panoptic labels)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	InternImage-H	AP50	80.8	—	Unverified
2	ResNeSt-200 (multi-scale)	AP50	70.2	—	Unverified
3	CenterMask + VoVNetV2-99 (multi-scale)	AP50	66.2	—	Unverified
4	CenterMask + VoVNetV2-57 (single-scale)	AP50	60.8	—	Unverified
5	Co-DETR	mask AP	57.1	—	Unverified
6	CBNetV2 (EVA02, single-scale)	mask AP	56.1	—	Unverified
7	ISDA (ResNet-50)	APL	55.7	—	Unverified
8	EVA	mask AP	55.5	—	Unverified
9	FD-SwinV2-G	mask AP	55.4	—	Unverified
10	Mask Frozen-DETR	mask AP	55.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InternImage-B	GFLOPs	501	—	Unverified
2	Co-DETR	mask AP	56.6	—	Unverified
3	ViT-CoMer-L (Mask RCNN, DINOv2)	mask AP	55.9	—	Unverified
4	InternImage-H	mask AP	55.4	—	Unverified
5	EVA	mask AP	55	—	Unverified
6	Mask Frozen-DETR	mask AP	54.9	—	Unverified
7	MasK DINO (SwinL, multi-scale)	mask AP	54.5	—	Unverified
8	GLEE-Pro	mask AP	54.2	—	Unverified
9	ViT-Adapter-L (HTC++, BEiTv2, O365, multi-scale)	mask AP	54.2	—	Unverified
10	SwinV2-G (HTC++)	mask AP	53.7	—	Unverified