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	Score
EDAPS: Enhanced Domain-Adaptive Panoptic Segmentation	Apr 27, 2023	Domain AdaptationInstance Segmentation	CodeCode Available	1	5
Improving Convolutional Networks With Self-Calibrated Convolutions	Jun 1, 2020	Instance SegmentationKeypoint Detection	CodeCode Available	1	5
Quality-Aware Network for Human Parsing	Mar 10, 2021	Human ParsingInstance Segmentation	CodeCode Available	1	5
MViTv2: Improved Multiscale Vision Transformers for Classification and Detection	Dec 2, 2021	Action ClassificationAction Recognition	CodeCode Available	1	5
Effective Self-supervised Pre-training on Low-compute Networks without Distillation	Oct 6, 2022	AttributeInstance Segmentation	CodeCode Available	1	5
Active Pointly-Supervised Instance Segmentation	Jul 23, 2022	Active LearningInstance Segmentation	CodeCode Available	1	5
Improving Video Instance Segmentation via Temporal Pyramid Routing	Jul 28, 2021	Instance SegmentationPanoptic Segmentation	CodeCode Available	1	5
Efficient Connectivity-Preserving Instance Segmentation with Supervoxel-Based Loss Function	Jan 2, 2025	Instance SegmentationSegmentation	CodeCode Available	1	5
Incremental Few-Shot Instance Segmentation	May 11, 2021	Few-shot Instance SegmentationInstance Segmentation	CodeCode Available	1	5
Inception Convolution with Efficient Dilation Search	Dec 25, 2020	Human DetectionInstance Segmentation	CodeCode Available	1	5
EPSANet: An Efficient Pyramid Squeeze Attention Block on Convolutional Neural Network	May 30, 2021	image-classificationImage Classification	CodeCode Available	1	5
OoDIS: Anomaly Instance Segmentation Benchmark	Jun 17, 2024	Anomaly Instance SegmentationAnomaly Segmentation	CodeCode Available	1	5
UVO Challenge on Video-based Open-World Segmentation 2021: 1st Place Solution	Oct 22, 2021	Instance SegmentationOptical Flow Estimation	CodeCode Available	1	5
EfficientPS: Efficient Panoptic Segmentation	Apr 5, 2020	Instance SegmentationPanoptic Segmentation	CodeCode Available	1	5
Open-Vocabulary Instance Segmentation via Robust Cross-Modal Pseudo-Labeling	Nov 24, 2021	Instance SegmentationSemantic Segmentation	CodeCode Available	1	5
Efficient Self-supervised Vision Pretraining with Local Masked Reconstruction	Jun 1, 2022	image-classificationImage Classification	CodeCode Available	1	5
End-to-End Referring Video Object Segmentation with Multimodal Transformers	Nov 29, 2021	Inductive BiasInstance Segmentation	CodeCode Available	1	5
Instance As Identity: A Generic Online Paradigm for Video Instance Segmentation	Aug 5, 2022	Instance SegmentationSemantic Segmentation	CodeCode Available	1	5
Instance Brownian Bridge as Texts for Open-vocabulary Video Instance Segmentation	Jan 18, 2024	Instance SegmentationSemantic Segmentation	CodeCode Available	1	5
Balanced Meta-Softmax for Long-Tailed Visual Recognition	Jul 21, 2020	General ClassificationInstance Segmentation	CodeCode Available	1	5
End-to-End Semi-Supervised Object Detection with Soft Teacher	Jun 16, 2021	Instance Segmentationobject-detection	CodeCode Available	1	5
All in Tokens: Unifying Output Space of Visual Tasks via Soft Token	Jan 5, 2023	AllDepth Estimation	CodeCode Available	1	5
Instance Segmentation in 3D Scenes using Semantic Superpoint Tree Networks	Aug 17, 2021	3D Instance SegmentationInstance Segmentation	CodeCode Available	1	5
Improving Weakly-supervised Video Instance Segmentation by Leveraging Spatio-temporal Consistency	Aug 29, 2024	Instance SegmentationSegmentation	CodeCode Available	1	5
OGC: Unsupervised 3D Object Segmentation from Rigid Dynamics of Point Clouds	Oct 10, 2022	Instance SegmentationObject	CodeCode Available	1	5

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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