Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2101–2125 of 5035 papers

Title	Date	Tasks	Status	Hype
The Potential of Visual ChatGPT For Remote Sensing	Apr 25, 2023	Image SegmentationLine Detection	—Unverified	0
Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation	Apr 25, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	3
Track Anything: Segment Anything Meets Videos	Apr 24, 2023	Image SegmentationObject Tracking	CodeCode Available	5
AutoFocusFormer: Image Segmentation off the Grid	Apr 24, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
Segment Anything in Medical Images	Apr 24, 2023	DiagnosticImage Segmentation	CodeCode Available	4
Topology-Aware Focal Loss for 3D Image Segmentation	Apr 24, 2023	Brain Tumor SegmentationImage Segmentation	—Unverified	0
PARAGRAPH2GRAPH: A GNN-based framework for layout paragraph analysis	Apr 24, 2023	Document Layout AnalysisGraph Neural Network	CodeCode Available	1
Dilated-UNet: A Fast and Accurate Medical Image Segmentation Approach using a Dilated Transformer and U-Net Architecture	Apr 22, 2023	DecoderDiagnostic	CodeCode Available	0
Input Augmentation with SAM: Boosting Medical Image Segmentation with Segmentation Foundation Model	Apr 22, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
FreMIM: Fourier Transform Meets Masked Image Modeling for Medical Image Segmentation	Apr 21, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Deep Attention Unet: A Network Model with Global Feature Perception Ability	Apr 21, 2023	Deep AttentionImage Segmentation	—Unverified	0
Segment Anything Model for Medical Image Analysis: an Experimental Study	Apr 20, 2023	Image SegmentationInteractive Segmentation	CodeCode Available	1
Realistic Data Enrichment for Robust Image Segmentation in Histopathology	Apr 19, 2023	Image AugmentationImage Segmentation	—Unverified	0
DCELANM-Net:Medical Image Segmentation based on Dual Channel Efficient Layer Aggregation Network with Learner	Apr 19, 2023	Image SegmentationSelf-Supervised Learning	—Unverified	0
Few-shot Medical Image Segmentation via Cross-Reference Transformer	Apr 19, 2023	Few-Shot LearningImage Segmentation	—Unverified	0
Computer-Vision Benchmark Segment-Anything Model (SAM) in Medical Images: Accuracy in 12 Datasets	Apr 18, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
SAM Fails to Segment Anything? -- SAM-Adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, Medical Image Segmentation, and More	Apr 18, 2023	General KnowledgeImage Segmentation	CodeCode Available	3
When SAM Meets Medical Images: An Investigation of Segment Anything Model (SAM) on Multi-phase Liver Tumor Segmentation	Apr 17, 2023	Image SegmentationMedical Image Analysis	—Unverified	0
Two-stage MR Image Segmentation Method for Brain Tumors based on Attention Mechanism	Apr 17, 2023	Brain Tumor SegmentationGenerative Adversarial Network	—Unverified	0
Delving into Shape-aware Zero-shot Semantic Segmentation	Apr 17, 2023	Image SegmentationSegmentation	CodeCode Available	1
Learning to "Segment Anything" in Thermal Infrared Images through Knowledge Distillation with a Large Scale Dataset SATIR	Apr 17, 2023	Image SegmentationKnowledge Distillation	CodeCode Available	0
One-shot and Partially-Supervised Cell Image Segmentation Using Small Visual Prompt	Apr 17, 2023	Image SegmentationOne-Shot Segmentation	CodeCode Available	0
A Survey on Few-Shot Class-Incremental Learning	Apr 17, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Compete to Win: Enhancing Pseudo Labels for Barely-supervised Medical Image Segmentation	Apr 15, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
An Instance Segmentation Dataset of Yeast Cells in Microstructures	Apr 15, 2023	Cell SegmentationImage Segmentation	CodeCode Available	1

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All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified