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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1326–1350 of 2262 papers

Title	Date	Tasks	Status
Baybayin Character Instance Detection	Apr 19, 2023	image-classificationImage Classification	—Unverified
Bayesian Deep Learning for Affordance Segmentation in images	Mar 2, 2023	AttributeDeep Learning	—Unverified
Bayesian Self-Training for Semi-Supervised 3D Segmentation	Sep 12, 2024	3D Instance Segmentation3D Semantic Segmentation	—Unverified
Bayesian Semantic Instance Segmentation in Open Set World	Jun 4, 2018	Instance SegmentationObject	—Unverified
Beef Cattle Instance Segmentation Using Fully Convolutional Neural Network	Jul 5, 2018	Instance SegmentationSegmentation	—Unverified
Practical Guidelines for Cell Segmentation Models Under Optical Aberrations in Microscopy	Apr 12, 2024	BenchmarkingCell Segmentation	—Unverified
Benchmarking the Robustness of Instance Segmentation Models	Sep 2, 2021	BenchmarkingDomain Adaptation	—Unverified
Bend-Net: Bending Loss Regularized Multitask Learning Network for Nuclei Segmentation in Histopathology Images	Sep 30, 2021	Instance SegmentationSegmentation	—Unverified
Better (pseudo-)labels for semi-supervised instance segmentation	Mar 18, 2024	Few-Shot Learningimage-classification	—Unverified
Beyond Appearance: Geometric Cues for Robust Video Instance Segmentation	Jul 8, 2025	Depth EstimationDepth Prediction	—Unverified
Beyond Grids: Learning Graph Representations for Visual Recognition	Dec 1, 2018	Instance Segmentationobject-detection	—Unverified
Beyond mAP: Towards better evaluation of instance segmentation	Jul 4, 2022	Instance SegmentationSegmentation	—Unverified
Beyond the Final Layer: Hierarchical Query Fusion Transformer with Agent-Interpolation Initialization for 3D Instance Segmentation	Feb 6, 2025	3D Instance SegmentationDecoder	—Unverified
BFS-Net: Weakly Supervised Cell Instance Segmentation from Bright-Field Microscopy Z-Stacks	Jun 9, 2022	Instance SegmentationSemantic Segmentation	—Unverified
Deep Multicameral Decoding for Localizing Unoccluded Object Instances from a Single RGB Image	Jun 18, 2019	Boundary DetectionDecoder	—Unverified
Bidirectional Graph Reasoning Network for Panoptic Segmentation	Apr 14, 2020	Instance SegmentationPanoptic Segmentation	—Unverified
Birds' Eye View: Measuring Behavior and Posture of Chickens as a Metric for Their Well-Being	Apr 29, 2022	Instance SegmentationNutrition	—Unverified
BiSeg: Simultaneous Instance Segmentation and Semantic Segmentation with Fully Convolutional Networks	Jun 7, 2017	Bayesian InferenceInstance Segmentation	—Unverified
BiSVP: Building Footprint Extraction via Bidirectional Serialized Vertex Prediction	Mar 1, 2023	Instance SegmentationPrediction	—Unverified
Boosting Box-supervised Instance Segmentation with Pseudo Depth	Mar 2, 2024	Box-supervised Instance SegmentationDepth Estimation	—Unverified
Boosting Low-Data Instance Segmentation by Unsupervised Pre-training with Saliency Prompt	Feb 2, 2023	Instance SegmentationSemantic Segmentation	—Unverified
Boosting Mask R-CNN Performance for Long, Thin Forensic Traces with Pre-Segmentation and IoU Region Merging	Mar 8, 2022	Instance SegmentationSegmentation	—Unverified
Bootstrapping Labelled Dataset Construction for Cow Tracking and Behavior Analysis	Mar 30, 2017	Instance SegmentationObject	—Unverified
Bottom-Up Instance Segmentation of Catheters for Chest X-Rays	Dec 6, 2023	DisentanglementInstance Segmentation	—Unverified
Bottom-up Instance Segmentation using Deep Higher-Order CRFs	Sep 8, 2016	Instance SegmentationObject	—Unverified

Show:10 25 50

← PrevPage 54 of 91Next →

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	ViT-Adapter-L (HTC++, BEiTv2, O365, multi-scale)	mask AP	54.2	—	Unverified
9	GLEE-Pro	mask AP	54.2	—	Unverified
10	SwinV2-G (HTC++)	mask AP	53.7	—	Unverified