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 1251–1275 of 5035 papers

Title	Date	Tasks	Status	Hype
Uncertainty-Aware Adapter: Adapting Segment Anything Model (SAM) for Ambiguous Medical Image Segmentation	Mar 16, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Task-Aware Low-Rank Adaptation of Segment Anything Model	Mar 16, 2024	DecoderImage Segmentation	—Unverified	0
Topologically Faithful Multi-class Segmentation in Medical Images	Mar 16, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Fuzzy Rank-based Late Fusion Technique for Cytology image Segmentation	Mar 16, 2024	image-classificationImage Classification	—Unverified	0
FishSegSSL: A Semi-Supervised Semantic Segmentation Framework for Fish-Eye Images	Mar 15, 2024	Autonomous DrivingImage Segmentation	CodeCode Available	0
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation	Mar 15, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
Real-Time Image Segmentation via Hybrid Convolutional-Transformer Architecture Search	Mar 15, 2024	Autonomous DrivingImage Segmentation	CodeCode Available	1
TransLandSeg: A Transfer Learning Approach for Landslide Semantic Segmentation Based on Vision Foundation Model	Mar 15, 2024	Image SegmentationLandslide segmentation	—Unverified	0
MARVIS: Motion & Geometry Aware Real and Virtual Image Segmentation	Mar 14, 2024	3D ReconstructionAutonomous Navigation	CodeCode Available	0
VM-UNET-V2 Rethinking Vision Mamba UNet for Medical Image Segmentation	Mar 14, 2024	Image SegmentationMamba	CodeCode Available	2
TBI Image/Text (TBI-IT): Comprehensive Text and Image Datasets for Traumatic Brain Injury Research	Mar 14, 2024	Image Segmentationnamed-entity-recognition	—Unverified	0
Task-Specific Adaptation of Segmentation Foundation Model via Prompt Learning	Mar 14, 2024	Image SegmentationInstance Segmentation	—Unverified	0
Federated Data Model	Mar 13, 2024	DiversityImage Segmentation	—Unverified	0
FluoroSAM: A Language-aligned Foundation Model for X-ray Image Segmentation	Mar 12, 2024	DiagnosticImage Segmentation	CodeCode Available	1
Beyond Pixels: Enhancing LIME with Hierarchical Features and Segmentation Foundation Models	Mar 12, 2024	Decision MakingExplainable artificial intelligence	CodeCode Available	1
LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation	Mar 12, 2024	Image SegmentationLong-range modeling	CodeCode Available	2
An Active Contour Model Driven By the Hybrid Signed Pressure Function	Mar 12, 2024	Image SegmentationSegmentation	—Unverified	0
CuVLER: Enhanced Unsupervised Object Discoveries through Exhaustive Self-Supervised Transformers	Mar 12, 2024	Clusteringgraph partitioning	CodeCode Available	1
A slice classification neural network for automated classification of axial PET/CT slices from a multi-centric lymphoma dataset	Mar 11, 2024	Binary ClassificationClassification	—Unverified	0
A Segmentation Foundation Model for Diverse-type Tumors	Mar 11, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
3DRef: 3D Dataset and Benchmark for Reflection Detection in RGB and Lidar Data	Mar 11, 2024	Image SegmentationMirror Detection	—Unverified	0
Average Calibration Error: A Differentiable Loss for Improved Reliability in Image Segmentation	Mar 11, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Shortcut Learning in Medical Image Segmentation	Mar 11, 2024	image-classificationImage Classification	CodeCode Available	0
Toward Robust Canine Cardiac Diagnosis: Deep Prototype Alignment Network-Based Few-Shot Segmentation in Veterinary Medicine	Mar 11, 2024	Image SegmentationSegmentation	—Unverified	0
What Matters When Repurposing Diffusion Models for General Dense Perception Tasks?	Mar 10, 2024	Depth EstimationImage Matting	CodeCode Available	3

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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