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 1501–1525 of 2262 papers

Title	Date	Tasks	Status	Hype
Embedded Vision for Self-Driving on Forest Roads	May 27, 2021	GPUInstance Segmentation	—Unverified	0
ICDAR 2021 Competition on Historical Map Segmentation	May 27, 2021	Contour DetectionDocument Layout Analysis	CodeCode Available	0
BoundarySqueeze: Image Segmentation as Boundary Squeezing	May 25, 2021	Image SegmentationInstance Segmentation	CodeCode Available	1
Reinforcement learning for instance segmentation with high-level priors	May 21, 2021	graph partitioningInstance Segmentation	—Unverified	0
Deep Active Contours Using Locally Controlled Distance Vector Flow	May 18, 2021	Image SegmentationInstance Segmentation	—Unverified	0
Temporal Prediction and Evaluation of Brassica Growth in the Field using Conditional Generative Adversarial Networks	May 17, 2021	Instance SegmentationSemantic Segmentation	—Unverified	0
Instance Segmentation of Microscopic Foraminifera	May 15, 2021	Instance SegmentationNovel Object Detection	CodeCode Available	0
DiscoBox: Weakly Supervised Instance Segmentation and Semantic Correspondence from Box Supervision	May 13, 2021	Box-supervised Instance SegmentationInstance Segmentation	CodeCode Available	1
Waste detection in Pomerania: non-profit project for detecting waste in environment	May 12, 2021	ClassificationInstance Segmentation	CodeCode Available	1
Incremental Few-Shot Instance Segmentation	May 11, 2021	Few-shot Instance SegmentationInstance Segmentation	CodeCode Available	1
Conformer: Local Features Coupling Global Representations for Visual Recognition	May 9, 2021	Image ClassificationInstance Segmentation	CodeCode Available	1
A^2-FPN: Attention Aggregation based Feature Pyramid Network for Instance Segmentation	May 7, 2021	Instance SegmentationSemantic Segmentation	—Unverified	0
Beyond Self-attention: External Attention using Two Linear Layers for Visual Tasks	May 5, 2021	image-classificationImage Classification	CodeCode Available	2
Instance segmentation of fallen trees in aerial color infrared imagery using active multi-contour evolution with fully convolutional network-based intensity priors	May 5, 2021	Instance SegmentationLine Segment Detection	—Unverified	0
Instances as Queries	May 5, 2021	Instance SegmentationObject	CodeCode Available	1
PolarMask++: Enhanced Polar Representation for Single-Shot Instance Segmentation and Beyond	May 5, 2021	Cell SegmentationInstance Segmentation	CodeCode Available	1
Robust 3D Cell Segmentation: Extending the View of Cellpose	May 3, 2021	Cell SegmentationInstance Segmentation	CodeCode Available	1
ISTR: End-to-End Instance Segmentation with Transformers	May 3, 2021	Instance Segmentationobject-detection	CodeCode Available	1
SegmentMeIfYouCan: A Benchmark for Anomaly Segmentation	Apr 30, 2021	Anomaly SegmentationInstance Segmentation	CodeCode Available	1
ACDC: The Adverse Conditions Dataset with Correspondences for Robust Semantic Driving Scene Perception	Apr 27, 2021	Instance Segmentationobject-detection	—Unverified	0
Multimodal Contrastive Training for Visual Representation Learning	Apr 26, 2021	Cross-Modal Retrievalimage-classification	—Unverified	0
Learning to Better Segment Objects from Unseen Classes with Unlabeled Videos	Apr 25, 2021	Instance SegmentationObject	—Unverified	0
Pri3D: Can 3D Priors Help 2D Representation Learning?	Apr 22, 2021	Contrastive LearningInstance Segmentation	CodeCode Available	1
A Structure-Aware Relation Network for Thoracic Diseases Detection and Segmentation	Apr 21, 2021	Instance SegmentationObject Detection	CodeCode Available	1
FIERY: Future Instance Prediction in Bird's-Eye View from Surround Monocular Cameras	Apr 21, 2021	Autonomous DrivingBird's-Eye View Semantic Segmentation	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