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 651–675 of 2262 papers

Title	Date	Tasks	Status	Hype
CDNet: Centripetal Direction Network for Nuclear Instance Segmentation	Jan 1, 2021	Instance SegmentationSegmentation	CodeCode Available	1
Inception Convolution with Efficient Dilation Search	Dec 25, 2020	Human DetectionInstance Segmentation	CodeCode Available	1
SWA Object Detection	Dec 23, 2020	Instance SegmentationObject	CodeCode Available	1
FcaNet: Frequency Channel Attention Networks	Dec 22, 2020	image-classificationImage Classification	CodeCode Available	1
SCNet: Training Inference Sample Consistency for Instance Segmentation	Dec 18, 2020	Instance Segmentationobject-detection	CodeCode Available	1
Exploring Data-Efficient 3D Scene Understanding with Contrastive Scene Contexts	Dec 16, 2020	3D Semantic SegmentationInstance Segmentation	CodeCode Available	1
Fine-Grained Vehicle Perception via 3D Part-Guided Visual Data Augmentation	Dec 15, 2020	Autonomous DrivingData Augmentation	CodeCode Available	1
Equalization Loss v2: A New Gradient Balance Approach for Long-tailed Object Detection	Dec 15, 2020	Instance SegmentationLong-tailed Object Detection	CodeCode Available	1
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation	Dec 13, 2020	Data AugmentationImage Augmentation	CodeCode Available	1
Classifying Breast Histopathology Images with a Ductal Instance-Oriented Pipeline	Dec 11, 2020	DiagnosticGeneral Classification	CodeCode Available	1
The Lottery Ticket Hypothesis for Object Recognition	Dec 8, 2020	Instance SegmentationKeypoint Estimation	CodeCode Available	1
Rethinking Learnable Tree Filter for Generic Feature Transform	Dec 7, 2020	Instance Segmentationobject-detection	CodeCode Available	1
CompFeat: Comprehensive Feature Aggregation for Video Instance Segmentation	Dec 7, 2020	Instance SegmentationSegmentation	CodeCode Available	1
PeR-ViS: Person Retrieval in Video Surveillance using Semantic Description	Dec 4, 2020	Human DetectionInstance Segmentation	CodeCode Available	1
Towards Part-Based Understanding of RGB-D Scans	Dec 3, 2020	3D Instance SegmentationInstance Segmentation	CodeCode Available	1
Robust Instance Segmentation through Reasoning about Multi-Object Occlusion	Dec 3, 2020	image-classificationImage Classification	CodeCode Available	1
Learning Universal Shape Dictionary for Realtime Instance Segmentation	Dec 2, 2020	Explainable ModelsGPU	CodeCode Available	1
End-to-End Video Instance Segmentation with Transformers	Nov 30, 2020	Instance SegmentationSegmentation	CodeCode Available	1
DyCo3D: Robust Instance Segmentation of 3D Point Clouds through Dynamic Convolution	Nov 26, 2020	3D Instance SegmentationInstance Segmentation	CodeCode Available	1
MultiStar: Instance Segmentation of Overlapping Objects with Star-Convex Polygons	Nov 26, 2020	Instance SegmentationSegmentation	CodeCode Available	1
Prior to Segment: Foreground Cues for Weakly Annotated Classes in Partially Supervised Instance Segmentation	Nov 23, 2020	Instance SegmentationSegmentation	CodeCode Available	1
One Metric to Measure them All: Localisation Recall Precision (LRP) for Evaluating Visual Detection Tasks	Nov 21, 2020	AllInstance Segmentation	CodeCode Available	1
Attention-Based Transformers for Instance Segmentation of Cells in Microstructures	Nov 19, 2020	Cell DetectionCell Segmentation	CodeCode Available	1
DCT-Mask: Discrete Cosine Transform Mask Representation for Instance Segmentation	Nov 19, 2020	Instance SegmentationSemantic Segmentation	CodeCode Available	1
Dense Contrastive Learning for Self-Supervised Visual Pre-Training	Nov 18, 2020	Contrastive Learningimage-classification	CodeCode Available	1

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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	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