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

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Showing 2001–2025 of 5035 papers

Title	Date	Tasks	Status
DuEDL: Dual-Branch Evidential Deep Learning for Scribble-Supervised Medical Image Segmentation	May 23, 2024	DecoderImage Segmentation	CodeCode Available
Multi-view Remote Sensing Image Segmentation With SAM priors	May 23, 2024	Image SegmentationSemantic Segmentation	—Unverified
Deep Convolutional Neural Networks Meet Variational Shape Compactness Priors for Image Segmentation	May 23, 2024	Image SegmentationSegmentation	—Unverified
BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once	May 21, 2024	AllImage Segmentation	—Unverified
Transparency Distortion Robustness for SOTA Image Segmentation Tasks	May 21, 2024	Autonomous DrivingImage Segmentation	—Unverified
A temporal enhanced semi-supervised segmentation network for needle detection in 3D ultrasound images	May 21, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGAN	May 20, 2024	Generative Adversarial NetworkImage Segmentation	CodeCode Available
Multi-dimension Transformer with Attention-based Filtering for Medical Image Segmentation	May 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Fuse & Calibrate: A bi-directional Vision-Language Guided Framework for Referring Image Segmentation	May 18, 2024	DecoderImage Segmentation	—Unverified
HARIS: Human-Like Attention for Reference Image Segmentation	May 17, 2024	Image Segmentationparameter-efficient fine-tuning	—Unverified
Blackbox Adaptation for Medical Image Segmentation	May 17, 2024	DecoderImage Segmentation	CodeCode Available
Rethinking Barely-Supervised Volumetric Medical Image Segmentation from an Unsupervised Domain Adaptation Perspective	May 16, 2024	Domain AdaptationImage Registration	CodeCode Available
Fourier Boundary Features Network with Wider Catchers for Glass Segmentation	May 15, 2024	Image SegmentationSegmentation	—Unverified
Learning from Partial Label Proportions for Whole Slide Image Segmentation	May 15, 2024	DiagnosticImage Segmentation	—Unverified
CTS: A Consistency-Based Medical Image Segmentation Model	May 15, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Spatial Semantic Recurrent Mining for Referring Image Segmentation	May 15, 2024	Image SegmentationSemantic Segmentation	—Unverified
Palette-based Color Transfer between Images	May 14, 2024	Image EnhancementImage Segmentation	—Unverified
Towards Clinician-Preferred Segmentation: Leveraging Human-in-the-Loop for Test Time Adaptation in Medical Image Segmentation	May 14, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Shape-aware synthesis of pathological lung CT scans using CycleGAN for enhanced semi-supervised lung segmentation	May 14, 2024	Data AugmentationImage Segmentation	CodeCode Available
Localized Adaptive Risk Control	May 13, 2024	ARCFairness	CodeCode Available
CVAE-SM: A Conditional Variational Autoencoder with Style Modulation for Efficient Uncertainty Quantification	May 13, 2024	Image SegmentationManagement	CodeCode Available
A method for supervoxel-wise association studies of age and other non-imaging variables from coronary computed tomography angiograms	May 13, 2024	Image RegistrationImage Segmentation	—Unverified
Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation	May 13, 2024	DecoderImage Segmentation	CodeCode Available
Support-Query Prototype Fusion Network for Few-shot Medical Image Segmentation	May 13, 2024	Few-Shot LearningImage Segmentation	—Unverified
Leveraging Fixed and Dynamic Pseudo-labels for Semi-supervised Medical Image Segmentation	May 12, 2024	Image SegmentationMedical Image Segmentation	—Unverified

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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