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 51–75 of 5035 papers

Title	Date	Tasks	Status	Hype
Segment This Thing: Foveated Tokenization for Efficient Point-Prompted Segmentation	Jun 10, 2025	FoveationImage Segmentation	CodeCode Available	2
SSS: Semi-Supervised SAM-2 with Efficient Prompting for Medical Imaging Segmentation	Jun 10, 2025	Data AugmentationImage Segmentation	CodeCode Available	0
Segment Any Architectural Facades (SAAF):An automatic segmentation model for building facades, walls and windows based on multimodal semantics guidance	Jun 9, 2025	Image SegmentationSegmentation	—Unverified	0
C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image Segmentation	Jun 9, 2025	Contrastive LearningDiagnostic	CodeCode Available	1
Text-guided multi-stage cross-perception network for medical image segmentation	Jun 9, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
A System for Accurate Tracking and Video Recordings of Rodent Eye Movements using Convolutional Neural Networks for Biomedical Image Segmentation	Jun 9, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
Active Contour Models Driven by Hyperbolic Mean Curvature Flow for Image Segmentation	Jun 7, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
U-NetMN and SegNetMN: Modified U-Net and SegNet models for bimodal SAR image segmentation	Jun 5, 2025	Body DetectionComputational Efficiency	—Unverified	0
SAM-aware Test-time Adaptation for Universal Medical Image Segmentation	Jun 5, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Refer to Anything with Vision-Language Prompts	Jun 5, 2025	BenchmarkingGeneralized Referring Expression Segmentation	—Unverified	0
DM-SegNet: Dual-Mamba Architecture for 3D Medical Image Segmentation with Global Context Modeling	Jun 5, 2025	AnatomyBrain Tumor Segmentation	—Unverified	0
A Comprehensive Study on Medical Image Segmentation using Deep Neural Networks	Jun 4, 2025	EthicsExplainable artificial intelligence	—Unverified	0
Sounding that Object: Interactive Object-Aware Image to Audio Generation	Jun 4, 2025	Audio GenerationImage Segmentation	—Unverified	0
Zero-Shot Tree Detection and Segmentation from Aerial Forest Imagery	Jun 3, 2025	Image SegmentationSegmentation	CodeCode Available	1
Hierarchical Self-Prompting SAM: A Prompt-Free Medical Image Segmentation Framework	Jun 3, 2025	Image SegmentationLesion Segmentation	—Unverified	0
Beyond Pixel Agreement: Large Language Models as Clinical Guardrails for Reliable Medical Image Segmentation	Jun 2, 2025	DiagnosticImage Segmentation	—Unverified	0
SAM-I2V: Upgrading SAM to Support Promptable Video Segmentation with Less than 0.2% Training Cost	Jun 2, 2025	Image SegmentationSemantic Segmentation	CodeCode Available	1
Overcoming Data Scarcity in Scanning Tunnelling Microscopy Image Segmentation	Jun 2, 2025	Few-Shot LearningImage Segmentation	—Unverified	0
SoundSculpt: Direction and Semantics Driven Ambisonic Target Sound Extraction	May 30, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
Decoupled Competitive Framework for Semi-supervised Medical Image Segmentation	May 30, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
ACM-UNet: Adaptive Integration of CNNs and Mamba for Efficient Medical Image Segmentation	May 30, 2025	DecoderImage Segmentation	CodeCode Available	0
Unleashing the Power of Intermediate Domains for Mixed Domain Semi-Supervised Medical Image Segmentation	May 30, 2025	Domain AdaptationImage Segmentation	CodeCode Available	0
PCA for Enhanced Cross-Dataset Generalizability in Breast Ultrasound Tumor Segmentation	May 29, 2025	Domain AdaptationImage Segmentation	—Unverified	0
Federated Unsupervised Semantic Segmentation	May 29, 2025	Federated LearningImage Segmentation	—Unverified	0
PathFL: Multi-Alignment Federated Learning for Pathology Image Segmentation	May 28, 2025	Federated LearningImage Segmentation	CodeCode Available	0

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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