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 1176–1200 of 5035 papers

Title	Date	Tasks	Status	Hype
MobileNetV2: Inverted Residuals and Linear Bottlenecks	Jan 13, 2018	Image ClassificationImage Segmentation	CodeCode Available	1
BUSIS: A Benchmark for Breast Ultrasound Image Segmentation	Jan 9, 2018	Image SegmentationSegmentation	CodeCode Available	1
Panoptic Segmentation	Jan 3, 2018	Image SegmentationInstance Segmentation	CodeCode Available	1
W-Net: A Deep Model for Fully Unsupervised Image Segmentation	Nov 22, 2017	Image SegmentationSegmentation	CodeCode Available	1
VisDA: The Visual Domain Adaptation Challenge	Oct 18, 2017	Domain AdaptationGeneral Classification	CodeCode Available	1
One-Shot Learning for Semantic Segmentation	Sep 11, 2017	General Classificationimage-classification	CodeCode Available	1
Residual Conv-Deconv Grid Network for Semantic Segmentation	Jul 25, 2017	Image SegmentationSegmentation	CodeCode Available	1
Rethinking Atrous Convolution for Semantic Image Segmentation	Jun 17, 2017	2D Semantic SegmentationDichotomous Image Segmentation	CodeCode Available	1
Clockwork Convnets for Video Semantic Segmentation	Aug 11, 2016	Image SegmentationScheduling	CodeCode Available	1
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs	Jun 2, 2016	Image SegmentationSemantic Segmentation	CodeCode Available	1
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation	Nov 2, 2015	Crowd CountingDecoder	CodeCode Available	1
Deep clustering: Discriminative embeddings for segmentation and separation	Aug 18, 2015	ClusteringDeep Clustering	CodeCode Available	1
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs	Dec 22, 2014	GPUimage-classification	CodeCode Available	1
Efficient Inference in Fully Connected CRFs with Gaussian Edge Potentials	Oct 20, 2012	Image SegmentationSegmentation	CodeCode Available	1
DiffOSeg: Omni Medical Image Segmentation via Multi-Expert Collaboration Diffusion Model	Jul 17, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Unified Medical Image Segmentation with State Space Modeling Snake	Jul 17, 2025	Image SegmentationMamba	—Unverified	0
A New Dataset and Performance Benchmark for Real-time Spacecraft Segmentation in Onboard Flight Computers	Jul 14, 2025	Image SegmentationSegmentation	CodeCode Available	0
Prompt Engineering in Segment Anything Model: Methodologies, Applications, and Emerging Challenges	Jul 13, 2025	Image SegmentationPrompt Engineering	—Unverified	0
Admissibility of Stein Shrinkage for Batch Normalization in the Presence of Adversarial Attacks	Jul 11, 2025	image-classificationImage Classification	—Unverified	0
HNOSeg-XS: Extremely Small Hartley Neural Operator for Efficient and Resolution-Robust 3D Image Segmentation	Jul 10, 2025	GPUImage Segmentation	—Unverified	0
Just Say Better or Worse: A Human-AI Collaborative Framework for Medical Image Segmentation Without Manual Annotations	Jul 8, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
OpenWorldSAM: Extending SAM2 for Universal Image Segmentation with Language Prompts	Jul 7, 2025	Image SegmentationPanoptic Segmentation	—Unverified	0
Causal-SAM-LLM: Large Language Models as Causal Reasoners for Robust Medical Segmentation	Jul 4, 2025	AnatomyDisentanglement	—Unverified	0
Autoadaptive Medical Segment Anything Model	Jul 2, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Prompt2SegCXR:Prompt to Segment All Organs and Diseases in Chest X-rays	Jul 1, 2025	AllImage Segmentation	—Unverified	0

Show:10 25 50

← PrevPage 48 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