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 151–175 of 5035 papers

Title	Date	Tasks	Status	Hype
Tyche: Stochastic In-Context Learning for Medical Image Segmentation	Jan 24, 2024	Image SegmentationIn-Context Learning	CodeCode Available	2
PA-SAM: Prompt Adapter SAM for High-Quality Image Segmentation	Jan 23, 2024	DecoderImage Segmentation	CodeCode Available	2
PMFSNet: Polarized Multi-scale Feature Self-attention Network For Lightweight Medical Image Segmentation	Jan 15, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Seg-metrics: a Python package to compute segmentation metrics	Jan 12, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Deep Covariance Alignment for Domain Adaptive Remote Sensing Image Segmentation	Jan 9, 2024	Image SegmentationSegmentation	CodeCode Available	2
U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation	Jan 9, 2024	Cell SegmentationImage Segmentation	CodeCode Available	2
BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation	Jan 1, 2024	DecoderImage Segmentation	CodeCode Available	2
Rethinking Interactive Image Segmentation with Low Latency High Quality and Diverse Prompts	Jan 1, 2024	Image SegmentationInteractive Segmentation	CodeCode Available	2
Unsupervised Universal Image Segmentation	Dec 28, 2023	Image SegmentationInstance Segmentation	CodeCode Available	2
UniRef++: Segment Every Reference Object in Spatial and Temporal Spaces	Dec 25, 2023	Image SegmentationObject	CodeCode Available	2
Narrowing the semantic gaps in U-Net with learnable skip connections: The case of medical image segmentation	Dec 23, 2023	DecoderImage Segmentation	CodeCode Available	2
SegRefiner: Towards Model-Agnostic Segmentation Refinement with Discrete Diffusion Process	Dec 19, 2023	DenoisingDichotomous Image Segmentation	CodeCode Available	2
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention	Dec 14, 2023	Image SegmentationLesion Segmentation	CodeCode Available	2
ScribblePrompt: Fast and Flexible Interactive Segmentation for Any Biomedical Image	Dec 12, 2023	Image SegmentationInteractive Segmentation	CodeCode Available	2
SegVol: Universal and Interactive Volumetric Medical Image Segmentation	Nov 22, 2023	Computed Tomography (CT)Image Segmentation	CodeCode Available	2
Open-Vocabulary Camouflaged Object Segmentation	Nov 19, 2023	Camouflaged Object SegmentationImage Segmentation	CodeCode Available	2
Medical Image Segmentation with Domain Adaptation: A Survey	Nov 3, 2023	Domain AdaptationImage Segmentation	CodeCode Available	2
SAM-Med3D: Towards General-purpose Segmentation Models for Volumetric Medical Images	Oct 23, 2023	3D ArchitectureImage Segmentation	CodeCode Available	2
CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense Prediction	Oct 2, 2023	image-classificationImage Classification	CodeCode Available	2
nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance	Sep 29, 2023	Few-Shot LearningHeart Segmentation	CodeCode Available	2
Beyond Adapting SAM: Towards End-to-End Ultrasound Image Segmentation via Auto Prompting	Sep 13, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation	Aug 31, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Tiny and Efficient Model for the Edge Detection Generalization	Aug 12, 2023	Boundary DetectionContour Detection	CodeCode Available	2
EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation	Jul 17, 2023	DecoderImage Segmentation	CodeCode Available	2
Hierarchical Open-vocabulary Universal Image Segmentation	Jul 3, 2023	Image ComprehensionImage Segmentation	CodeCode Available	2

Show:10 25 50

← PrevPage 7 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