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 901–925 of 5035 papers

Title	Date	Tasks	Status	Hype
Qubit-efficient Variational Quantum Algorithms for Image Segmentation	May 23, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	1
RaffeSDG: Random Frequency Filtering enabled Single-source Domain Generalization for Medical Image Segmentation	May 2, 2024	Data AugmentationDomain Generalization	CodeCode Available	1
Directional Connectivity-based Segmentation of Medical Images	Mar 31, 2023	DisentanglementImage Segmentation	CodeCode Available	1
Real-Time Image Segmentation via Hybrid Convolutional-Transformer Architecture Search	Mar 15, 2024	Autonomous DrivingImage Segmentation	CodeCode Available	1
CLIP-DIY: CLIP Dense Inference Yields Open-Vocabulary Semantic Segmentation For-Free	Sep 25, 2023	Image SegmentationObject Localization	CodeCode Available	1
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation	Dec 21, 2022	Image SegmentationLesion Segmentation	CodeCode Available	1
Referring Image Segmentation Using Text Supervision	Aug 28, 2023	Image SegmentationObject Localization	CodeCode Available	1
Clockwork Convnets for Video Semantic Segmentation	Aug 11, 2016	Image SegmentationScheduling	CodeCode Available	1
Deep Multi-Threshold Spiking-UNet for Image Processing	Jul 20, 2023	DenoisingImage Segmentation	CodeCode Available	1
RefSAM: Efficiently Adapting Segmenting Anything Model for Referring Video Object Segmentation	Jul 3, 2023	Image SegmentationReferring Expression	CodeCode Available	1
A Large-Scale Benchmark for Food Image Segmentation	May 12, 2021	Image SegmentationSegmentation	CodeCode Available	1
CRIS: CLIP-Driven Referring Image Segmentation	Nov 30, 2021	Contrastive LearningDecoder	CodeCode Available	1
ResAttUNet: Detecting Marine Debris using an Attention activated Residual UNet	Oct 16, 2022	DecoderDeep Learning	CodeCode Available	1
Residual Conv-Deconv Grid Network for Semantic Segmentation	Jul 25, 2017	Image SegmentationSegmentation	CodeCode Available	1
DeepVoxNet2: Yet another CNN framework	Nov 17, 2022	image-classificationImage Classification	CodeCode Available	1
ClusterFormer: Clustering As A Universal Visual Learner	Sep 22, 2023	Clusteringimage-classification	CodeCode Available	1
Rethinking BiSeNet For Real-time Semantic Segmentation	Apr 27, 2021	DecoderDichotomous Image Segmentation	CodeCode Available	1
HCFormer: Unified Image Segmentation with Hierarchical Clustering	May 20, 2022	ClusteringImage Segmentation	CodeCode Available	1
A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision	Oct 23, 2020	DecoderImage Segmentation	CodeCode Available	1
Rethinking Decoder Design: Improving Biomarker Segmentation Using Depth-to-Space Restoration and Residual Linear Attention	Jun 23, 2025	DecoderImage Segmentation	CodeCode Available	1
Clustering Plotted Data by Image Segmentation	Oct 6, 2021	ClusteringImage Segmentation	CodeCode Available	1
Clustering Propagation for Universal Medical Image Segmentation	Mar 25, 2024	ClusteringImage Segmentation	CodeCode Available	1
Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis	Jul 10, 2024	Data AugmentationFew-Shot Learning	CodeCode Available	1
Rethinking Query-based Transformer for Continual Image Segmentation	Jul 10, 2025	Continual LearningImage Segmentation	CodeCode Available	1
Deep Instruction Tuning for Segment Anything Model	Mar 31, 2024	DecoderImage 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