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 1076–1100 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation	Apr 2, 2021	3D geometryDecoder	CodeCode Available	1	5
Continual atlas-based segmentation of prostate MRI	Nov 1, 2023	Continual Learningimage-classification	CodeCode Available	1	5
Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and Grounder	Jun 28, 2025	Image SegmentationLarge Language Model	CodeCode Available	1	5
Cross-Patch Dense Contrastive Learning for Semi-Supervised Segmentation of Cellular Nuclei in Histopathologic Images	Jan 1, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1	5
Deep clustering: Discriminative embeddings for segmentation and separation	Aug 18, 2015	ClusteringDeep Clustering	CodeCode Available	1	5
MaskCLIP++: A Mask-Based CLIP Fine-tuning Framework for Open-Vocabulary Image Segmentation	Dec 16, 2024	Image SegmentationOpen Vocabulary Semantic Segmentation	CodeCode Available	1	5
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation	Jul 2, 2021	Data AugmentationImage Reconstruction	CodeCode Available	1	5
MasQCLIP for Open-Vocabulary Universal Image Segmentation	Jan 1, 2023	Image SegmentationPanoptic Segmentation	CodeCode Available	1	5
Cross-Image Region Mining with Region Prototypical Network for Weakly Supervised Segmentation	Aug 17, 2021	DiversityImage Segmentation	CodeCode Available	1	5
MedicoSAM: Towards foundation models for medical image segmentation	Jan 20, 2025	Image SegmentationInteractive Segmentation	CodeCode Available	1	5
Deep ContourFlow: Advancing Active Contours with Deep Learning	Jul 15, 2024	Deep LearningImage Segmentation	CodeCode Available	1	5
Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation	Feb 8, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1	5
CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge Distillation	May 1, 2024	Image SegmentationKnowledge Distillation	CodeCode Available	1	5
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs	Jun 2, 2016	Image SegmentationSemantic Segmentation	CodeCode Available	1	5
Deep Instruction Tuning for Segment Anything Model	Mar 31, 2024	DecoderImage Segmentation	CodeCode Available	1	5
Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation	May 28, 2020	Domain AdaptationImage Segmentation	CodeCode Available	1	5
Deep learning approach to left ventricular non-compaction measurement	Nov 30, 2020	CPUDeep Learning	CodeCode Available	1	5
Contextual Attention Network: Transformer Meets U-Net	Mar 2, 2022	ArticlesImage Segmentation	CodeCode Available	1	5
Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation	Jan 11, 2023	Image SegmentationLeft Atrium Segmentation	CodeCode Available	1	5
MambaClinix: Hierarchical Gated Convolution and Mamba-Based U-Net for Enhanced 3D Medical Image Segmentation	Sep 19, 2024	Computational EfficiencyImage Segmentation	CodeCode Available	1	5
MambaMIM: Pre-training Mamba with State Space Token Interpolation and its Application to Medical Image Segmentation	Aug 15, 2024	Image SegmentationMamba	CodeCode Available	1	5
MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation	Aug 14, 2024	Computational EfficiencyDecoder	CodeCode Available	1	5
Meticulous Object Segmentation	Dec 13, 2020	2k4k	CodeCode Available	1	5
MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning	Apr 25, 2021	Image SegmentationInteractive Segmentation	CodeCode Available	1	5
Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation	Oct 8, 2023	Data AugmentationImage Segmentation	CodeCode Available	1	5

Show:10 25 50

← PrevPage 44 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