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 1091–1100 of 2262 papers

Title	Date	Tasks	Status
FPCD: An Open Aerial VHR Dataset for Farm Pond Change Detection	Feb 28, 2023	Change DetectionInstance Segmentation	—Unverified
RevealNet: Seeing Behind Objects in RGB-D Scans	Apr 26, 2019	3D Reconstruction3D Semantic Instance Segmentation	—Unverified
FoxInst: A Frustratingly Simple Baseline for Weakly Few-shot Instance Segmentation	Sep 29, 2021	Few-shot Instance SegmentationInstance Segmentation	—Unverified
ASIST: Annotation-free synthetic instance segmentation and tracking for microscope video analysis	Nov 2, 2020	Generative Adversarial NetworkImage Segmentation	—Unverified
3D Segmentation of Humans in Point Clouds with Synthetic Data	Dec 1, 2022	Instance SegmentationSegmentation	—Unverified
FourierMask: Instance Segmentation using Fourier Mapping in Implicit Neural Networks	Dec 23, 2021	Instance SegmentationSegmentation	—Unverified
ClickSeg: 3D Instance Segmentation with Click-Level Weak Annotations	Jul 19, 2023	3D Instance SegmentationClustering	—Unverified
Mask3D: Pre-training 2D Vision Transformers by Learning Masked 3D Priors	Feb 28, 2023	Contrastive LearningInstance Segmentation	—Unverified
FOR-instance: a UAV laser scanning benchmark dataset for semantic and instance segmentation of individual trees	Sep 3, 2023	BenchmarkingInstance Segmentation	—Unverified
A Data-efficient Framework for Robotics Large-scale LiDAR Scene Parsing	Dec 3, 2023	Autonomous NavigationData Augmentation	—Unverified

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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