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 3426–3450 of 5035 papers

Title	Date	Tasks	Status
Boundary feature fusion network for tooth image segmentation	Sep 6, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Boundary Guidance Hierarchical Network for Real-Time Tongue Segmentation	Mar 14, 2020	Image SegmentationSemantic Segmentation	—Unverified
BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes	May 14, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Boundary-sensitive Network for Portrait Segmentation	Dec 22, 2017	AttributeImage Segmentation	—Unverified
Boundary-weighted logit consistency improves calibration of segmentation networks	Jul 16, 2023	Image SegmentationMRI segmentation	—Unverified
Boundless Across Domains: A New Paradigm of Adaptive Feature and Cross-Attention for Domain Generalization in Medical Image Segmentation	Nov 22, 2024	Domain GeneralizationImage Segmentation	—Unverified
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision	Aug 19, 2021	Domain AdaptationImage Segmentation	—Unverified
BoxNet: Deep Learning Based Biomedical Image Segmentation Using Boxes Only Annotation	Jun 2, 2018	Image SegmentationSegmentation	—Unverified
Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization	Jun 25, 2019	Adversarial DefenseImage Segmentation	—Unverified
Brain MRI Segmentation using Rule-Based Hybrid Approach	Feb 12, 2019	AnatomyImage Segmentation	—Unverified
BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation	May 9, 2025	DiagnosticImage Segmentation	—Unverified
Deep models for stroke segmentation: do complex architectures always perform better?	Mar 25, 2024	Deep LearningImage Segmentation	—Unverified
Brain Tumor Detection Based on Bilateral Symmetry Information	Dec 9, 2014	Image SegmentationMRI segmentation	—Unverified
Brain Tumor Detection Based On Mathematical Analysis and Symmetry Information	Mar 24, 2014	Brain Tumor SegmentationImage Segmentation	—Unverified
Brain Tumor Segmentation: A Comparative Analysis	Mar 9, 2015	Brain Tumor SegmentationImage Segmentation	—Unverified
Brain Tumor Segmentation from MRI Images using Deep Learning Techniques	Apr 29, 2023	Brain Tumor ClassificationBrain Tumor Segmentation	—Unverified
Brain Tumor Segmentation using an Ensemble of 3D U-Nets and Overall Survival Prediction using Radiomic Features	Dec 3, 2018	Brain SegmentationBrain Tumor Segmentation	—Unverified
Breaking The Ice: Video Segmentation for Close-Range Ice-Covered Waters	Nov 7, 2024	Image SegmentationOptical Flow Estimation	—Unverified
Breast Cancer Detection Using Deep Learning Technique Based On Ultrasound Image	Dec 4, 2023	Breast Cancer DetectionDeep Learning	—Unverified
Breast lesion segmentation in ultrasound images with limited annotated data	Jan 21, 2020	Image SegmentationLesion Segmentation	—Unverified
Bridging Category-level and Instance-level Semantic Image Segmentation	May 23, 2016	Image SegmentationInstance Segmentation	—Unverified
Budget-aware Semi-Supervised Semantic and Instance Segmentation	May 14, 2019	Image SegmentationInstance Segmentation	—Unverified
Building Brain Tumor Segmentation Networks with User-Assisted Filter Estimation and Selection	Mar 19, 2024	Brain Tumor SegmentationDecoder	—Unverified
Building Networks for Image Segmentation using Particle Competition and Cooperation	Feb 14, 2020	Image SegmentationSegmentation	—Unverified
BUNET: Blind Medical Image Segmentation Based on Secure UNET	Jul 14, 2020	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