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 1526–1550 of 2262 papers

Title	Date	Tasks	Status
Domain Adaptive Nuclei Instance Segmentation and Classification via Category-aware Feature Alignment and Pseudo-labelling	Jul 4, 2022	ClassificationDomain Adaptation	—Unverified
A Survey on Label-efficient Deep Image Segmentation: Bridging the Gap between Weak Supervision and Dense Prediction	Jul 4, 2022	Image SegmentationInstance Segmentation	—Unverified
Beyond mAP: Towards better evaluation of instance segmentation	Jul 4, 2022	Instance SegmentationSegmentation	—Unverified
BoxGraph: Semantic Place Recognition and Pose Estimation from 3D LiDAR	Jun 30, 2022	Graph MatchingInstance Segmentation	—Unverified
InsMix: Towards Realistic Generative Data Augmentation for Nuclei Instance Segmentation	Jun 30, 2022	Data AugmentationInstance Segmentation	CodeCode Available
UniDAformer: Unified Domain Adaptive Panoptic Segmentation Transformer via Hierarchical Mask Calibration	Jun 30, 2022	Domain AdaptationInstance Segmentation	—Unverified
PST: Plant segmentation transformer for 3D point clouds of rapeseed plants at the podding stage	Jun 27, 2022	Instance SegmentationPlant Phenotyping	—Unverified
Parallel Pre-trained Transformers (PPT) for Synthetic Data-based Instance Segmentation	Jun 22, 2022	Instance SegmentationSegmentation	—Unverified
Broken News: Making Newspapers Accessible to Print-Impaired	Jun 21, 2022	Instance SegmentationOptical Character Recognition (OCR)	—Unverified
LDD: A Dataset for Grape Diseases Object Detection and Instance Segmentation	Jun 21, 2022	Instance SegmentationObject	—Unverified
Deep Neural Network Pruning for Nuclei Instance Segmentation in Hematoxylin & Eosin-Stained Histological Images	Jun 15, 2022	Instance SegmentationMedical Image Analysis	—Unverified
Deep Multi-Task Networks For Occluded Pedestrian Pose Estimation	Jun 15, 2022	Domain AdaptationInstance Segmentation	—Unverified
A Unified Sequence Interface for Vision Tasks	Jun 15, 2022	Image CaptioningInstance Segmentation	—Unverified
Consistent Video Instance Segmentation with Inter-Frame Recurrent Attention	Jun 14, 2022	Instance SegmentationObject	—Unverified
Segmentation in large-scale cellular electron microscopy with deep learning: A literature survey	Jun 14, 2022	Data IntegrationInstance Segmentation	—Unverified
A Semantic Consistency Feature Alignment Object Detection Model Based on Mixed-Class Distribution Metrics	Jun 12, 2022	Domain AdaptationInstance Segmentation	—Unverified
BFS-Net: Weakly Supervised Cell Instance Segmentation from Bright-Field Microscopy Z-Stacks	Jun 9, 2022	Instance SegmentationSemantic Segmentation	—Unverified
Occlusion-Resistant Instance Segmentation of Piglets in Farrowing Pens Using Center Clustering Network	Jun 4, 2022	ClusteringInstance Segmentation	—Unverified
Box2Mask: Weakly Supervised 3D Semantic Instance Segmentation Using Bounding Boxes	Jun 2, 2022	3D Instance Segmentation3D Semantic Instance Segmentation	—Unverified
H-EMD: A Hierarchical Earth Mover's Distance Method for Instance Segmentation	Jun 2, 2022	Image SegmentationInstance Segmentation	—Unverified
Robustness Evaluation and Adversarial Training of an Instance Segmentation Model	Jun 2, 2022	Instance SegmentationLane Detection	—Unverified
2D Amodal Instance Segmentation Guided by 3D Shape Prior	Jun 1, 2022	3D ReconstructionAmodal Instance Segmentation	—Unverified
Two-Dimensional Quantum Material Identification via Self-Attention and Soft-labeling in Deep Learning	May 31, 2022	2kInstance Segmentation	—Unverified
iFS-RCNN: An Incremental Few-shot Instance Segmenter	May 31, 2022	Few-shot Instance SegmentationInstance Segmentation	CodeCode Available
UNet#: A UNet-like Redesigning Skip Connections for Medical Image Segmentation	May 24, 2022	DecoderImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 62 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