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 826–850 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
Capturing Omni-Range Context for Omnidirectional Segmentation	Mar 9, 2021	Autonomous DrivingImage Segmentation	CodeCode Available	1	5
False Negative/Positive Control for SAM on Noisy Medical Images	Aug 20, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs	Jan 25, 2024	Image SegmentationLesion Segmentation	CodeCode Available	1	5
Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation	Oct 17, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation	Mar 24, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
InstantDL-An easy-to-use deep learning pipeline for image segmentation and classification	Mar 2, 2021	Deep LearningImage Segmentation	CodeCode Available	1	5
Improving Semantic Image Segmentation via Label Fusion in Semantically Textured Meshes	Nov 22, 2021	Image SegmentationSegmentation	CodeCode Available	1	5
1M parameters are enough? A lightweight CNN-based model for medical image segmentation	Jun 28, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
CARIS: Context-Augmented Referring Image Segmentation	Oct 27, 2023	DecoderImage Segmentation	CodeCode Available	1	5
FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise	Dec 20, 2023	Federated LearningImage Segmentation	CodeCode Available	1	5
PHiSeg: Capturing Uncertainty in Medical Image Segmentation	Jun 7, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Feature Alignment and Uniformity for Test Time Adaptation	Mar 20, 2023	Domain GeneralizationImage Segmentation	CodeCode Available	1	5
PhraseCut: Language-based Image Segmentation in the Wild	Aug 3, 2020	AttributeDiversity	CodeCode Available	1	5
Improving Sketch Colorization using Adversarial Segmentation Consistency	Jan 20, 2023	ColorizationImage Segmentation	CodeCode Available	1	5
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space	Mar 10, 2021	Domain GeneralizationFederated Learning	CodeCode Available	1	5
Continual Learning for Image Segmentation with Dynamic Query	Nov 29, 2023	Continual LearningDiversity	CodeCode Available	1	5
Federated nnU-Net for Privacy-Preserving Medical Image Segmentation	Mar 4, 2025	Federated LearningImage Segmentation	CodeCode Available	1	5
PMT: Progressive Mean Teacher via Exploring Temporal Consistency for Semi-Supervised Medical Image Segmentation	Sep 8, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Improving the Generalization of Segmentation Foundation Model under Distribution Shift via Weakly Supervised Adaptation	Dec 6, 2023	Domain AdaptationImage Segmentation	CodeCode Available	1	5
FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image Segmentation	Feb 27, 2024	DecoderFederated Learning	CodeCode Available	1	5
Instructive Feature Enhancement for Dichotomous Medical Image Segmentation	Jun 6, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Interactive Segmentation and Visualization for Tiny Objects in Multi-megapixel Images	Apr 21, 2022	GPUImage Segmentation	CodeCode Available	1	5
Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer	Sep 9, 2023	DiversityFew-Shot Learning	CodeCode Available	1	5
CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention	Mar 20, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Learning Hierarchical Image Segmentation For Recognition and By Recognition	Oct 1, 2022	Computational Efficiencyimage-classification	CodeCode Available	1	5

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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