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 2001–2025 of 5035 papers

Title	Date	Tasks	Status	Hype
Robust T-Loss for Medical Image Segmentation	Jun 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Sea Ice Extraction via Remote Sensed Imagery: Algorithms, Datasets, Applications and Challenges	Jun 1, 2023	Deep LearningImage Segmentation	—Unverified	0
A Unified Framework for U-Net Design and Analysis	May 31, 2023	DecoderImage Segmentation	CodeCode Available	1
Detection of Late Blight Disease in Tomato Leaf Using Image Processing Techniques	May 31, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
Democratizing Pathological Image Segmentation with Lay Annotators via Molecular-empowered Learning	May 31, 2023	Cell SegmentationImage Segmentation	CodeCode Available	0
DeepMerge: Deep-Learning-Based Region-Merging for Image Segmentation	May 31, 2023	Deep LearningImage Segmentation	CodeCode Available	0
RaSP: Relation-aware Semantic Prior for Weakly Supervised Incremental Segmentation	May 31, 2023	Continual LearningImage Segmentation	—Unverified	0
Treasure in Distribution: A Domain Randomization based Multi-Source Domain Generalization for 2D Medical Image Segmentation	May 31, 2023	Domain GeneralizationImage Segmentation	CodeCode Available	1
Semi-supervised Pathological Image Segmentation via Cross Distillation of Multiple Attentions	May 30, 2023	DecoderImage Segmentation	CodeCode Available	1
Prompt-Based Tuning of Transformer Models for Multi-Center Medical Image Segmentation of Head and Neck Cancer	May 30, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Multi-source adversarial transfer learning based on similar source domains with local features	May 30, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
Multi-source adversarial transfer learning for ultrasound image segmentation with limited similarity	May 30, 2023	Image SegmentationLesion Segmentation	—Unverified	0
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation	May 30, 2023	Data AugmentationImage Segmentation	CodeCode Available	0
Scale-aware Super-resolution Network with Dual Affinity Learning for Lesion Segmentation from Medical Images	May 30, 2023	Image SegmentationImage Super-Resolution	—Unverified	0
Few-Shot Rotation-Invariant Aerial Image Semantic Segmentation	May 29, 2023	Image SegmentationSegmentation	CodeCode Available	0
Attention Mechanisms in Medical Image Segmentation: A Survey	May 29, 2023	ArticlesImage Segmentation	—Unverified	0
Contextual Object Detection with Multimodal Large Language Models	May 29, 2023	Cloze TestDecoder	CodeCode Available	2
AIMS: All-Inclusive Multi-Level Segmentation	May 28, 2023	AllImage Segmentation	—Unverified	0
Trustworthy Deep Learning for Medical Image Segmentation	May 27, 2023	AnatomyDeep Learning	—Unverified	0
SSSegmenation: An Open Source Supervised Semantic Segmentation Toolbox Based on PyTorch	May 26, 2023	Image SegmentationSegmentation	CodeCode Available	2
Detect Any Shadow: Segment Anything for Video Shadow Detection	May 26, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Self-aware and Cross-sample Prototypical Learning for Semi-supervised Medical Image Segmentation	May 25, 2023	DiversityImage Segmentation	CodeCode Available	1
NexToU: Efficient Topology-Aware U-Net for Medical Image Segmentation	May 25, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Cross-supervised Dual Classifiers for Semi-supervised Medical Image Segmentation	May 25, 2023	Image SegmentationMedical Image Analysis	—Unverified	0
Multi-Modal Mutual Attention and Iterative Interaction for Referring Image Segmentation	May 24, 2023	DecoderImage Segmentation	—Unverified	0

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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