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 2126–2150 of 2262 papers

Title	Date	Tasks	Status
Self-supervised Learning for Panoptic Segmentation of Multiple Fruit Flower Species	Sep 10, 2022	Data AugmentationInstance Segmentation	CodeCode Available
Tracking Passengers and Baggage Items using Multiple Overhead Cameras at Security Checkpoints	Dec 31, 2022	Data AugmentationInstance Segmentation	CodeCode Available
Self-Supervised Learning from Non-Object Centric Images with a Geometric Transformation Sensitive Architecture	Apr 17, 2023	image-classificationImage Classification	CodeCode Available
Self-supervised Learning of Contextualized Local Visual Embeddings	Oct 1, 2023	Instance SegmentationKeypoint Detection	CodeCode Available
Self-Supervised Learning via Conditional Motion Propagation	Mar 27, 2019	Human ParsingInstance Segmentation	CodeCode Available
MSN: Efficient Online Mask Selection Network for Video Instance Segmentation	Jun 19, 2021	Instance SegmentationSegmentation	CodeCode Available
Monocular Depth Estimation Using Cues Inspired by Biological Vision Systems	Apr 21, 2022	Depth EstimationDepth Prediction	CodeCode Available
Semi-supervised machine learning model for analysis of nanowire morphologies from transmission electron microscopy images	Mar 25, 2022	BIG-bench Machine LearningInstance Segmentation	CodeCode Available
Domain Randomization for Scene-Specific Car Detection and Pose Estimation	Nov 14, 2018	3D Pose EstimationInstance Segmentation	CodeCode Available
MMVR: Millimeter-wave Multi-View Radar Dataset and Benchmark for Indoor Perception	Jun 15, 2024	Autonomous Drivingenergy management	CodeCode Available
Vision Transformers for Weakly-Supervised Microorganism Enumeration	Dec 3, 2024	Density EstimationInstance Segmentation	CodeCode Available
DiT: Efficient Vision Transformers with Dynamic Token Routing	Aug 7, 2023	Instance SegmentationObject	CodeCode Available
Self-supervised Transfer Learning for Instance Segmentation through Physical Interaction	May 19, 2020	Instance SegmentationOptical Flow Estimation	CodeCode Available
MCA: Moment Channel Attention Networks	Mar 4, 2024	image-classificationImage Classification	CodeCode Available
Trainable Structure Tensors for Autonomous Baggage Threat Detection Under Extreme Occlusion	Sep 28, 2020	Instance SegmentationSemantic Segmentation	CodeCode Available
Mask Scoring R-CNN	Mar 1, 2019	General ClassificationInstance Segmentation	CodeCode Available
Training a universal instance segmentation network for live cell images of various cell types and imaging modalities	Jul 28, 2022	Cell TrackingInstance Segmentation	CodeCode Available
Distance to Center of Mass Encoding for Instance Segmentation	Nov 24, 2017	Instance SegmentationObject	CodeCode Available
Training-Free Dataset Pruning for Instance Segmentation	Mar 2, 2025	Instance SegmentationSegmentation	CodeCode Available
DISCo: Deep learning, Instance Segmentation, and Correlations for cell segmentation in calcium imaging	Aug 21, 2019	Cell SegmentationClustering	CodeCode Available
MaskDiff: Modeling Mask Distribution with Diffusion Probabilistic Model for Few-Shot Instance Segmentation	Mar 9, 2023	Few-shot Instance SegmentationFew-Shot Learning	CodeCode Available
MASC: Multi-scale Affinity with Sparse Convolution for 3D Instance Segmentation	Feb 12, 2019	3D Instance SegmentationClustering	CodeCode Available
Vision Transformer with Sparse Scan Prior	May 22, 2024	Instance Segmentationobject-detection	CodeCode Available
Automated crater shape retrieval using weakly-supervised deep learning	Jun 20, 2019	Deep LearningInstance Segmentation	CodeCode Available
Automated Behavioral Analysis Using Instance Segmentation	Dec 12, 2023	Instance SegmentationSegmentation	CodeCode Available

Show:10 25 50

← PrevPage 86 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