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 201–225 of 5035 papers

Title	Date	Tasks	Status	Hype
PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation	Aug 19, 2022	Deep LearningImage Segmentation	CodeCode Available	2
LViT: Language meets Vision Transformer in Medical Image Segmentation	Jun 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Diffusion models as plug-and-play priors	Jun 17, 2022	Combinatorial OptimizationDenoising	CodeCode Available	2
MobileOne: An Improved One millisecond Mobile Backbone	Jun 8, 2022	Efficient Neural NetworkGaze Estimation	CodeCode Available	2
FocalClick: Towards Practical Interactive Image Segmentation	Apr 6, 2022	Image SegmentationInteractive Segmentation	CodeCode Available	2
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers	Mar 9, 2022	3D Object DetectionAutonomous Vehicles	CodeCode Available	2
UNeXt: MLP-based Rapid Medical Image Segmentation Network	Mar 9, 2022	DecoderImage Segmentation	CodeCode Available	2
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark	Feb 28, 2022	Image SegmentationInductive Bias	CodeCode Available	2
TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images	Jan 30, 2022	Brain Tumor SegmentationImage Segmentation	CodeCode Available	2
Language-driven Semantic Segmentation	Jan 10, 2022	DescriptiveFew-Shot Semantic Segmentation	CodeCode Available	2
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images	Jan 4, 2022	3D Semantic SegmentationBrain Tumor Segmentation	CodeCode Available	2
Mask2Former for Video Instance Segmentation	Dec 20, 2021	Image SegmentationInstance Segmentation	CodeCode Available	2
Masked-attention Mask Transformer for Universal Image Segmentation	Dec 2, 2021	2D Semantic SegmentationImage Segmentation	CodeCode Available	2
Open-World Entity Segmentation	Jul 29, 2021	Image ManipulationImage Segmentation	CodeCode Available	2
Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene Images	Jun 23, 2021	Autonomous DrivingDecision Making	CodeCode Available	2
Full Page Handwriting Recognition via Image to Sequence Extraction	Mar 11, 2021	Handwriting RecognitionHandwritten Text Recognition	CodeCode Available	2
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation	Feb 8, 2021	Cardiac SegmentationDecoder	CodeCode Available	2
Boundary-Aware Segmentation Network for Mobile and Web Applications	Jan 12, 2021	Camouflaged Object SegmentationDecoder	CodeCode Available	2
Distribution-Free, Risk-Controlling Prediction Sets	Jan 7, 2021	BIG-bench Machine LearningClassification	CodeCode Available	2
Segmentation Loss Odyssey	May 27, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	2
The Lovász-Softmax loss: A tractable surrogate for the optimization of the intersection-over-union measure in neural networks	May 24, 2017	Image SegmentationSegmentation	CodeCode Available	2
U-RWKV: Lightweight medical image segmentation with direction-adaptive RWKV	Jul 15, 2025	Computational EfficiencyImage Segmentation	CodeCode Available	1
Rethinking Query-based Transformer for Continual Image Segmentation	Jul 10, 2025	Continual LearningImage Segmentation	CodeCode Available	1
RSRefSeg 2: Decoupling Referring Remote Sensing Image Segmentation with Foundation Models	Jul 8, 2025	cross-modal alignmentImage Segmentation	CodeCode Available	1
SAMed-2: Selective Memory Enhanced Medical Segment Anything Model	Jul 4, 2025	Continual LearningImage Segmentation	CodeCode Available	1

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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