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 1451–1475 of 2262 papers

Title	Date	Tasks	Status	Hype
Poly-NL: Linear Complexity Non-local Layers with Polynomials	Jul 6, 2021	Face DetectionInstance Segmentation	—Unverified	0
Stateless actor-critic for instance segmentation with high-level priors	Jul 6, 2021	graph partitioningInstance Segmentation	—Unverified	0
On Model Calibration for Long-Tailed Object Detection and Instance Segmentation	Jul 5, 2021	Instance SegmentationLong-tailed Object Detection	CodeCode Available	1
What Makes for Hierarchical Vision Transformer?	Jul 5, 2021	Instance Segmentationobject-detection	—Unverified	0
CBNet: A Composite Backbone Network Architecture for Object Detection	Jul 1, 2021	Instance SegmentationObject	CodeCode Available	1
Focal Self-attention for Local-Global Interactions in Vision Transformers	Jul 1, 2021	image-classificationImage Classification	CodeCode Available	1
Simple Training Strategies and Model Scaling for Object Detection	Jun 30, 2021	Instance SegmentationObject	—Unverified	0
SOLO: A Simple Framework for Instance Segmentation	Jun 30, 2021	Image MattingInstance Segmentation	—Unverified	0
False Negative Reduction in Video Instance Segmentation using Uncertainty Estimates	Jun 28, 2021	Depth EstimationInstance Segmentation	CodeCode Available	0
K-Net: Towards Unified Image Segmentation	Jun 28, 2021	Image SegmentationInstance Segmentation	CodeCode Available	1
Indoor Panorama Planar 3D Reconstruction via Divide and Conquer	Jun 27, 2021	3D ReconstructionInstance Segmentation	CodeCode Available	1
Descriptive Modeling of Textiles using FE Simulations and Deep Learning	Jun 26, 2021	Deep LearningDescriptive	—Unverified	0
All You Need is a Second Look: Towards Arbitrary-Shaped Text Detection	Jun 24, 2021	AllInstance Segmentation	—Unverified	0
Real-time Instance Segmentation with Discriminative Orientation Maps	Jun 23, 2021	Foreground SegmentationInstance Segmentation	CodeCode Available	1
P2T: Pyramid Pooling Transformer for Scene Understanding	Jun 22, 2021	image-classificationImage Classification	CodeCode Available	1
Tracking Instances as Queries	Jun 22, 2021	Instance Segmentationobject-detection	CodeCode Available	1
VoxelEmbed: 3D Instance Segmentation and Tracking with Voxel Embedding based Deep Learning	Jun 22, 2021	3D Instance SegmentationCell Tracking	—Unverified	0
SODA10M: A Large-Scale 2D Self/Semi-Supervised Object Detection Dataset for Autonomous Driving	Jun 21, 2021	Autonomous DrivingInstance Segmentation	—Unverified	0
A2-FPN: Attention Aggregation Based Feature Pyramid Network for Instance Segmentation	Jun 19, 2021	Instance SegmentationSemantic Segmentation	—Unverified	0
LPSNet: A Lightweight Solution for Fast Panoptic Segmentation	Jun 19, 2021	Instance SegmentationPanoptic Segmentation	—Unverified	0
Toward Joint Thing-and-Stuff Mining for Weakly Supervised Panoptic Segmentation	Jun 19, 2021	Instance SegmentationMultiple Instance Learning	—Unverified	0
ColorRL: Reinforced Coloring for End-to-End Instance Segmentation	Jun 19, 2021	Deep Reinforcement LearningInstance Segmentation	—Unverified	0
Hierarchical Lovasz Embeddings for Proposal-Free Panoptic Segmentation	Jun 19, 2021	Instance SegmentationPanoptic Segmentation	—Unverified	0
MSN: Efficient Online Mask Selection Network for Video Instance Segmentation	Jun 19, 2021	Instance SegmentationSegmentation	CodeCode Available	0
A Coarse-to-Fine Instance Segmentation Network with Learning Boundary Representation	Jun 18, 2021	Distance regressionInstance Segmentation	—Unverified	0

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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