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 526–550 of 2262 papers

Title	Date	Tasks	Status	Hype
Open3DIS: Open-Vocabulary 3D Instance Segmentation with 2D Mask Guidance	Dec 17, 2023	3D Instance Segmentation3D Open-Vocabulary Instance Segmentation	CodeCode Available	1
Semantic-Aware Autoregressive Image Modeling for Visual Representation Learning	Dec 16, 2023	image-classificationImage Classification	CodeCode Available	1
General Object Foundation Model for Images and Videos at Scale	Dec 14, 2023	Instance SegmentationLong-tail Video Object Segmentation	CodeCode Available	3
CattleEyeView: A Multi-task Top-down View Cattle Dataset for Smarter Precision Livestock Farming	Dec 14, 2023	Instance SegmentationPose Estimation	CodeCode Available	1
Offshore Wind Plant Instance Segmentation Using Sentinel-1 Time Series, GIS, and Semantic Segmentation Models	Dec 14, 2023	Instance SegmentationSegmentation	—Unverified	0
SAM-guided Graph Cut for 3D Instance Segmentation	Dec 13, 2023	3D Instance SegmentationGraph Neural Network	—Unverified	0
Comparing YOLOv8 and Mask RCNN for object segmentation in complex orchard environments	Dec 13, 2023	Instance SegmentationSegmentation	—Unverified	0
Automated Behavioral Analysis Using Instance Segmentation	Dec 12, 2023	Instance SegmentationSegmentation	CodeCode Available	0
MWSIS: Multimodal Weakly Supervised Instance Segmentation with 2D Box Annotations for Autonomous Driving	Dec 12, 2023	3D Instance SegmentationAutonomous Driving	CodeCode Available	0
MaxQ: Multi-Axis Query for N:M Sparsity Network	Dec 12, 2023	image-classificationImage Classification	CodeCode Available	1
DFGET: Displacement-Field Assisted Graph Energy Transmitter for Gland Instance Segmentation	Dec 11, 2023	Instance SegmentationMulti-Task Learning	—Unverified	0
TMT-VIS: Taxonomy-aware Multi-dataset Joint Training for Video Instance Segmentation	Dec 11, 2023	Instance SegmentationSemantic Segmentation	CodeCode Available	1
ASF-YOLO: A Novel YOLO Model with Attentional Scale Sequence Fusion for Cell Instance Segmentation	Dec 11, 2023	Instance SegmentationPosition	CodeCode Available	1
EipFormer: Emphasizing Instance Positions in 3D Instance Segmentation	Dec 9, 2023	3D Instance SegmentationInstance Segmentation	—Unverified	0
Immature Green Apple Detection and Sizing in Commercial Orchards using YOLOv8 and Shape Fitting Techniques	Dec 8, 2023	Instance SegmentationManagement	—Unverified	0
VISAGE: Video Instance Segmentation with Appearance-Guided Enhancement	Dec 8, 2023	Instance SegmentationSemantic Segmentation	CodeCode Available	1
Bottom-Up Instance Segmentation of Catheters for Chest X-Rays	Dec 6, 2023	DisentanglementInstance Segmentation	—Unverified	0
Uni3DL: Unified Model for 3D and Language Understanding	Dec 5, 2023	Cross-Modal RetrievalInstance Segmentation	—Unverified	0
PartSLIP++: Enhancing Low-Shot 3D Part Segmentation via Multi-View Instance Segmentation and Maximum Likelihood Estimation	Dec 5, 2023	3D Instance Segmentation3D Part Segmentation	CodeCode Available	1
Panoptica -- instance-wise evaluation of 3D semantic and instance segmentation maps	Dec 5, 2023	Instance SegmentationSegmentation	CodeCode Available	1
A Data-efficient Framework for Robotics Large-scale LiDAR Scene Parsing	Dec 3, 2023	Autonomous NavigationData Augmentation	—Unverified	0
A Review and A Robust Framework of Data-Efficient 3D Scene Parsing with Traditional/Learned 3D Descriptors	Dec 3, 2023	Active LearningInstance Segmentation	—Unverified	0
EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment Anything	Dec 1, 2023	Decoderimage-classification	CodeCode Available	4
Generalized Robot 3D Vision-Language Model with Fast Rendering and Pre-Training Vision-Language Alignment	Dec 1, 2023	Contrastive LearningFew-Shot Learning	CodeCode Available	3
CellMixer: Annotation-free Semantic Cell Segmentation of Heterogeneous Cell Populations	Dec 1, 2023	Cell SegmentationInstance 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