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 276–300 of 5035 papers

Title	Date	Tasks	Status	Hype
Dynamic Dictionary Learning for Remote Sensing Image Segmentation	Mar 9, 2025	Dictionary LearningImage Segmentation	CodeCode Available	1
DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion	Mar 9, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Towards Universal Text-driven CT Image Segmentation	Mar 8, 2025	Computed Tomography (CT)Contrastive Learning	CodeCode Available	0
Dynamically evolving segment anything model with continuous learning for medical image segmentation	Mar 8, 2025	DiversityImage Segmentation	—Unverified	0
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior	Mar 8, 2025	Dichotomous Image SegmentationImage Segmentation	CodeCode Available	1
A Label-Free High-Precision Residual Moveout Picking Method for Travel Time Tomography based on Deep Learning	Mar 8, 2025	Image SegmentationSegmentation	—Unverified	0
Disconnect to Connect: A Data Augmentation Method for Improving Topology Accuracy in Image Segmentation	Mar 7, 2025	Data AugmentationImage Segmentation	CodeCode Available	0
Conformal Prediction for Image Segmentation Using Morphological Prediction Sets	Mar 7, 2025	Conformal PredictionImage Segmentation	CodeCode Available	0
S4M: Segment Anything with 4 Extreme Points	Mar 7, 2025	Image SegmentationInstance Segmentation	—Unverified	0
Partially Supervised Unpaired Multi-Modal Learning for Label-Efficient Medical Image Segmentation	Mar 7, 2025	Image SegmentationMedical Image Analysis	—Unverified	0
We Care Each Pixel: Calibrating on Medical Segmentation Model	Mar 7, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Gaussian Random Fields as an Abstract Representation of Patient Metadata for Multimodal Medical Image Segmentation	Mar 7, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM with Sub-Class Exploration and Prompt Affinity Mining	Mar 6, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation	Mar 6, 2025	Active LearningImage Segmentation	—Unverified	0
Image-Based Relocalization and Alignment for Long-Term Monitoring of Dynamic Underwater Environments	Mar 6, 2025	Image SegmentationManagement	CodeCode Available	1
GBT-SAM: Adapting a Foundational Deep Learning Model for Generalizable Brain Tumor Segmentation via Efficient Integration of Multi-Parametric MRI Data	Mar 6, 2025	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching	Mar 5, 2025	Data AugmentationFew-Shot Learning	—Unverified	0
Implicit U-KAN2.0: Dynamic, Efficient and Interpretable Medical Image Segmentation	Mar 5, 2025	DecoderImage Segmentation	—Unverified	0
TopoMortar: A dataset to evaluate image segmentation methods focused on topology accuracy	Mar 5, 2025	AttributeData Augmentation	CodeCode Available	0
GenColor: Generative Color-Concept Association in Visual Design	Mar 5, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
Federated nnU-Net for Privacy-Preserving Medical Image Segmentation	Mar 4, 2025	Federated LearningImage Segmentation	CodeCode Available	1
From Claims to Evidence: A Unified Framework and Critical Analysis of CNN vs. Transformer vs. Mamba in Medical Image Segmentation	Mar 3, 2025	BenchmarkingComputational Efficiency	CodeCode Available	1
Hyperspectral image segmentation with a machine learning model trained using quantum annealer	Mar 3, 2025	Hyperspectral Image SegmentationImage Segmentation	—Unverified	0
SparseMamba-PCL: Scribble-Supervised Medical Image Segmentation via SAM-Guided Progressive Collaborative Learning	Mar 3, 2025	DecoderImage Segmentation	CodeCode Available	0
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation	Mar 3, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0

Show:10 25 50

← PrevPage 12 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