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 876–900 of 2262 papers

Title	Date	Tasks	Status	Hype
CEDNet: A Cascade Encoder-Decoder Network for Dense Prediction	Feb 13, 2023	DecoderInstance Segmentation	CodeCode Available	1
PUPS: Point Cloud Unified Panoptic Segmentation	Feb 13, 2023	DecoderInstance Segmentation	—Unverified	0
An Efficient Instance Segmentation Approach for Extracting Fission Gas Bubbles on U-10Zr Annular Fuel	Feb 8, 2023	Instance SegmentationSegmentation	—Unverified	0
Cross-Layer Retrospective Retrieving via Layer Attention	Feb 8, 2023	image-classificationImage Classification	CodeCode Available	1
Self-Supervised Unseen Object Instance Segmentation via Long-Term Robot Interaction	Feb 7, 2023	Instance SegmentationMulti-Object Tracking	CodeCode Available	1
Using t-distributed stochastic neighbor embedding for visualization and segmentation of 3D point clouds of plants	Feb 7, 2023	Instance SegmentationSegmentation	—Unverified	0
Top-Down Beats Bottom-Up in 3D Instance Segmentation	Feb 6, 2023	3D Instance SegmentationInstance Segmentation	CodeCode Available	0
Uncertainty Calibration and its Application to Object Detection	Feb 6, 2023	Autonomous DrivingInstance Segmentation	CodeCode Available	0
PatchDCT: Patch Refinement for High Quality Instance Segmentation	Feb 6, 2023	Instance SegmentationSemantic Segmentation	CodeCode Available	0
DilateFormer: Multi-Scale Dilated Transformer for Visual Recognition	Feb 3, 2023	Instance Segmentationobject-detection	CodeCode Available	1
AOP-Net: All-in-One Perception Network for Joint LiDAR-based 3D Object Detection and Panoptic Segmentation	Feb 2, 2023	3D Object DetectionAll	—Unverified	0
Boosting Low-Data Instance Segmentation by Unsupervised Pre-training with Saliency Prompt	Feb 2, 2023	Instance SegmentationSemantic Segmentation	—Unverified	0
ParticleSeg3D: A Scalable Out-of-the-Box Deep Learning Segmentation Solution for Individual Particle Characterization from Micro CT Images in Mineral Processing and Recycling	Jan 30, 2023	Computed Tomography (CT)Instance Segmentation	CodeCode Available	1
Maximal Cliques on Multi-Frame Proposal Graph for Unsupervised Video Object Segmentation	Jan 29, 2023	Instance SegmentationObject	—Unverified	0
ClusterFuG: Clustering Fully connected Graphs by Multicut	Jan 28, 2023	ClusteringGraph Clustering	CodeCode Available	0
Dual-View Selective Instance Segmentation Network for Unstained Live Adherent Cells in Differential Interference Contrast Images	Jan 27, 2023	Instance SegmentationSegmentation	—Unverified	0
The Projection-Enhancement Network (PEN)	Jan 26, 2023	Instance SegmentationSegmentation	CodeCode Available	0
Cut and Learn for Unsupervised Object Detection and Instance Segmentation	Jan 26, 2023	Instance Segmentationobject-detection	CodeCode Available	3
Long-tail Detection with Effective Class-Margins	Jan 23, 2023	Binary ClassificationInstance Segmentation	CodeCode Available	1
Recurrent Generic Contour-based Instance Segmentation with Progressive Learning	Jan 21, 2023	Instance SegmentationLane Detection	CodeCode Available	1
Towards Robust Video Instance Segmentation with Temporal-Aware Transformer	Jan 20, 2023	DecoderInstance Segmentation	—Unverified	0
Occlusion Reasoning for Skeleton Extraction of Self-Occluded Tree Canopies	Jan 20, 2023	Instance SegmentationSemantic Segmentation	—Unverified	0
Joint Representation Learning for Text and 3D Point Cloud	Jan 18, 2023	Contrastive LearningInstance Segmentation	CodeCode Available	0
Vision Transformers Are Good Mask Auto-Labelers	Jan 10, 2023	Instance SegmentationSegmentation	—Unverified	0
Instance Segmentation Based Graph Extraction for Handwritten Circuit Diagram Images	Jan 9, 2023	Instance SegmentationSemantic 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