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 1326–1350 of 5035 papers

Title	Date	Tasks	Status	Score
CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image Segmentation	May 25, 2025	Image SegmentationLong-range modeling	CodeCode Available	5
[MASK] is All You Need	Dec 9, 2024	AllImage Segmentation	CodeCode Available	5
Mask-Guided Attention U-Net for Enhanced Neonatal Brain Extraction and Image Preprocessing	Jun 25, 2024	DecoderImage Reconstruction	CodeCode Available	5
Masking Hyperspectral Imaging Data with Pretrained Models	Nov 6, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	5
CBAR‑UNet: A novel methodology for segmentation of cardiac magnetic resonance images using block attention‑based deep residual neural network	May 29, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image Segmentation	Jun 25, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Mask Editor : an Image Annotation Tool for Image Segmentation Tasks	Sep 17, 2018	Image CroppingImage Segmentation	CodeCode Available	5
CATS v2: Hybrid encoders for robust medical segmentation	Aug 11, 2023	Domain AdaptationImage Segmentation	CodeCode Available	5
MAVNet: an Effective Semantic Segmentation Micro-Network for MAV-based Tasks	Apr 3, 2019	Image SegmentationReal-Time Semantic Segmentation	CodeCode Available	5
MARVIS: Motion & Geometry Aware Real and Virtual Image Segmentation	Mar 14, 2024	3D ReconstructionAutonomous Navigation	CodeCode Available	5
ACM-UNet: Adaptive Integration of CNNs and Mamba for Efficient Medical Image Segmentation	May 30, 2025	DecoderImage Segmentation	CodeCode Available	5
CATALOG: A Camera Trap Language-guided Contrastive Learning Model	Dec 14, 2024	Contrastive Learningimage-classification	CodeCode Available	5
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation	Oct 14, 2024	Boundary DetectionImage Segmentation	CodeCode Available	5
A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation	Oct 18, 2018	Image SegmentationLesion Segmentation	CodeCode Available	5
Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation	May 5, 2025	Adversarial AttackAdversarial Robustness	CodeCode Available	5
Magnifier: A Multi-grained Neural Network-based Architecture for Burned Area Delineation	Apr 28, 2025	Burned Area DelineationDisaster Response	CodeCode Available	5
MambaEviScrib: Mamba and Evidence-Guided Consistency Enhance CNN Robustness for Scribble-Based Weakly Supervised Ultrasound Image Segmentation	Sep 28, 2024	Image SegmentationMamba	CodeCode Available	5
DA-RefineNet:A Dual Input Whole Slide Image Segmentation Algorithm Based on Attention	Jul 15, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image Segmentation	Aug 5, 2024	Dimensionality ReductionImage Segmentation	CodeCode Available	5
LVPNet: A Latent-variable-based Prediction-driven End-to-end Framework for Lossless Compression of Medical Images	Jun 22, 2025	Image CompressionImage Segmentation	CodeCode Available	5
LymphAtlas- A Unified Multimodal Lymphoma Imaging Repository Delivering AI-Enhanced Diagnostic Insight	Apr 29, 2025	DiagnosticImage Segmentation	CodeCode Available	5
Lung segmentation with NASNet-Large-Decoder Net	Mar 18, 2023	DecoderImage Segmentation	CodeCode Available	5
A Client-server Deep Federated Learning for Cross-domain Surgical Image Segmentation	Jun 14, 2023	DiagnosticDomain Adaptation	CodeCode Available	5
LoRA-PT: Low-Rank Adapting UNETR for Hippocampus Segmentation Using Principal Tensor Singular Values and Vectors	Jul 16, 2024	BraTS2021Hippocampus	CodeCode Available	5
Level set image segmentation with velocity term learned from data with applications to lung nodule segmentation	Oct 8, 2019	BIG-bench Machine LearningImage Segmentation	CodeCode Available	5

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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