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 3176–3200 of 5035 papers

Title	Date	Tasks	Status
RoMedFormer: A Rotary-Embedding Transformer Foundation Model for 3D Genito-Pelvic Structure Segmentation in MRI and CT	Mar 18, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Rotate to Scan: UNet-like Mamba with Triplet SSM Module for Medical Image Segmentation	Mar 26, 2024	Image SegmentationMamba	—Unverified
RAR-U-Net: a Residual Encoder to Attention Decoder by Residual Connections Framework for Spine Segmentation under Noisy Labels	Sep 27, 2020	DecoderDenoising	—Unverified
RRSIS: Referring Remote Sensing Image Segmentation	Jun 14, 2023	BenchmarkingImage Segmentation	—Unverified
RSAM-Seg: A SAM-based Approach with Prior Knowledge Integration for Remote Sensing Image Semantic Segmentation	Feb 29, 2024	Cloud DetectionImage Segmentation	—Unverified
RSS-Net: Weakly-Supervised Multi-Class Semantic Segmentation with FMCW Radar	Apr 2, 2020	Image SegmentationSegmentation	—Unverified
S^3-TTA: Scale-Style Selection for Test-Time Augmentation in Biomedical Image Segmentation	Oct 25, 2023	DiversityImage Segmentation	—Unverified
S4C: Self-Supervised Semantic Scene Completion with Neural Fields	Oct 11, 2023	Image SegmentationNavigate	—Unverified
S4M: Segment Anything with 4 Extreme Points	Mar 7, 2025	Image SegmentationInstance Segmentation	—Unverified
Safeguarding Medical Image Segmentation Datasets against Unauthorized Training via Contour- and Texture-Aware Perturbations	Mar 21, 2024	image-classificationImage Classification	—Unverified
SAIP-Net: Enhancing Remote Sensing Image Segmentation via Spectral Adaptive Information Propagation	Apr 23, 2025	Image SegmentationSegmentation	—Unverified
SalFAU-Net: Saliency Fusion Attention U-Net for Salient Object Detection	May 5, 2024	Autonomous DrivingDecoder	—Unverified
Saliency-Aware Class-Agnostic Food Image Segmentation	Feb 13, 2021	Image SegmentationNutrition	—Unverified
Saliency Can Be All You Need In Contrastive Self-Supervised Learning	Oct 30, 2022	AllImage Segmentation	—Unverified
Saliency-Driven Active Contour Model for Image Segmentation	May 23, 2022	Image SegmentationSegmentation	—Unverified
Saliency guided deep network for weakly-supervised image segmentation	Oct 19, 2018	Image SegmentationSegmentation	—Unverified
Saliency maps on image hierarchies	Aug 19, 2015	Image SegmentationSegmentation	—Unverified
Salient Object Detection: A Discriminative Regional Feature Integration Approach	Oct 22, 2014	Image SegmentationObject	—Unverified
SAM2-ELNet: Label Enhancement and Automatic Annotation for Remote Sensing Segmentation	Mar 16, 2025	Image SegmentationSemantic Segmentation	—Unverified
SAM2 for Image and Video Segmentation: A Comprehensive Survey	Mar 17, 2025	Autonomous DrivingImage Segmentation	—Unverified
SAMedOCT: Adapting Segment Anything Model (SAM) for Retinal OCT	Aug 18, 2023	Image SegmentationSegmentation	—Unverified
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation	Jun 21, 2024	Image SegmentationMedical Image Segmentation	—Unverified
SAM-Guided Robust Representation Learning for One-Shot 3D Medical Image Segmentation	Apr 29, 2025	General KnowledgeImage Segmentation	—Unverified
Learning to Adapt SAM for Segmenting Cross-domain Point Clouds	Oct 13, 2023	Domain AdaptationGeneral Knowledge	—Unverified
SAM.MD: Zero-shot medical image segmentation capabilities of the Segment Anything Model	Apr 10, 2023	Image GenerationImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 128 of 202Next →

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