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 601–625 of 2262 papers

Title	Date	Tasks	Status	Hype
CUPre: Cross-domain Unsupervised Pre-training for Few-Shot Cell Segmentation	Oct 6, 2023	Cell SegmentationContrastive Learning	—Unverified	0
Combining Datasets with Different Label Sets for Improved Nucleus Segmentation and Classification	Oct 5, 2023	Instance SegmentationSegmentation	—Unverified	0
Zero-Shot Refinement of Buildings' Segmentation Models using SAM	Oct 3, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
LoCUS: Learning Multiscale 3D-consistent Features from Posed Images	Oct 2, 2023	Instance SegmentationRetrieval	—Unverified	0
Adapting Vision Foundation Models for Plant Phenotyping	Oct 1, 2023	DecoderInstance Segmentation	—Unverified	0
Self-supervised Learning of Contextualized Local Visual Embeddings	Oct 1, 2023	Instance SegmentationKeypoint Detection	CodeCode Available	0
PharmacoNet: Accelerating Large-Scale Virtual Screening by Deep Pharmacophore Modeling	Oct 1, 2023	Drug DiscoveryGraph Matching	CodeCode Available	1
Advances in Kidney Biopsy Lesion Assessment through Dense Instance Segmentation	Sep 29, 2023	Instance SegmentationLesion Classification	—Unverified	0
YOLOR-Based Multi-Task Learning	Sep 29, 2023	Image CaptioningInstance Segmentation	CodeCode Available	5
CtxMIM: Context-Enhanced Masked Image Modeling for Remote Sensing Image Understanding	Sep 28, 2023	Contrastive LearningInstance Segmentation	—Unverified	0
Mask4Former: Mask Transformer for 4D Panoptic Segmentation	Sep 28, 2023	4D Panoptic SegmentationInstance Segmentation	CodeCode Available	1
Radar Instance Transformer: Reliable Moving Instance Segmentation in Sparse Radar Point Clouds	Sep 28, 2023	Collision AvoidanceInstance Segmentation	—Unverified	0
Two-Step Active Learning for Instance Segmentation with Uncertainty and Diversity Sampling	Sep 28, 2023	Active LearningDiversity	—Unverified	0
MoCaE: Mixture of Calibrated Experts Significantly Improves Object Detection	Sep 26, 2023	Instance SegmentationMixture-of-Experts	CodeCode Available	1
3D Indoor Instance Segmentation in an Open-World	Sep 25, 2023	3D Instance SegmentationInstance Segmentation	CodeCode Available	1
Automatic Animation of Hair Blowing in Still Portrait Photos	Sep 25, 2023	Image AnimationInstance Segmentation	—Unverified	0
A SAM-based Solution for Hierarchical Panoptic Segmentation of Crops and Weeds Competition	Sep 24, 2023	Instance Segmentationobject-detection	—Unverified	0
GIN: Generative INvariant Shape Prior for Amodal Instance Segmentation	Sep 22, 2023	Amodal Instance SegmentationInstance Segmentation	—Unverified	0
ClusterFormer: Clustering As A Universal Visual Learner	Sep 22, 2023	Clusteringimage-classification	CodeCode Available	1
MosaicFusion: Diffusion Models as Data Augmenters for Large Vocabulary Instance Segmentation	Sep 22, 2023	Data AugmentationInstance Segmentation	CodeCode Available	1
NeuralLabeling: A versatile toolset for labeling vision datasets using Neural Radiance Fields	Sep 21, 2023	Depth CompletionInstance Segmentation	CodeCode Available	1
TCOVIS: Temporally Consistent Online Video Instance Segmentation	Sep 21, 2023	Instance SegmentationSemantic Segmentation	CodeCode Available	0
RMT: Retentive Networks Meet Vision Transformers	Sep 20, 2023	Instance Segmentationobject-detection	CodeCode Available	2
Intelligent Debris Mass Estimation Model for Autonomous Underwater Vehicle	Sep 19, 2023	Contour DetectionImage Segmentation	—Unverified	0
Uncertainty Estimation in Instance Segmentation with Star-convex Shapes	Sep 19, 2023	ClusteringDecision Making	—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