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 476–500 of 5035 papers

Title	Date	Tasks	Status	Hype
S^3-Mamba: Small-Size-Sensitive Mamba for Lesion Segmentation	Dec 19, 2024	Image SegmentationLesion Segmentation	CodeCode Available	0
Spike2Former: Efficient Spiking Transformer for High-performance Image Segmentation	Dec 19, 2024	Image SegmentationSegmentation	CodeCode Available	1
Pitfalls of topology-aware image segmentation	Dec 19, 2024	BenchmarkingImage Segmentation	—Unverified	0
SplitFedZip: Learned Compression for Data Transfer Reduction in Split-Federated Learning	Dec 18, 2024	Federated LearningImage Segmentation	CodeCode Available	0
Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments	Dec 18, 2024	Image SegmentationMedical Image Analysis	—Unverified	0
Memorizing SAM: 3D Medical Segment Anything Model with Memorizing Transformer	Dec 18, 2024	Image SegmentationMedical Image Analysis	CodeCode Available	0
Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation	Dec 18, 2024	Image SegmentationKnowledge Distillation	CodeCode Available	2
In-context learning for medical image segmentation	Dec 17, 2024	Image SegmentationIn-Context Learning	—Unverified	0
SEG-SAM: Semantic-Guided SAM for Unified Medical Image Segmentation	Dec 17, 2024	DecoderImage Segmentation	—Unverified	0
DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image Segmentation	Dec 17, 2024	Contrastive LearningImage Segmentation	CodeCode Available	1
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging	Dec 17, 2024	DiversityImage Segmentation	CodeCode Available	0
MaskCLIP++: A Mask-Based CLIP Fine-tuning Framework for Open-Vocabulary Image Segmentation	Dec 16, 2024	Image SegmentationOpen Vocabulary Semantic Segmentation	CodeCode Available	1
HResFormer: Hybrid Residual Transformer for Volumetric Medical Image Segmentation	Dec 16, 2024	AnatomyComputed Tomography (CT)	—Unverified	0
Adapting Segment Anything Model (SAM) to Experimental Datasets via Fine-Tuning on GAN-based Simulation: A Case Study in Additive Manufacturing	Dec 16, 2024	Computational EfficiencyGenerative Adversarial Network	CodeCode Available	0
Efficient Quantization-Aware Training on Segment Anything Model in Medical Images and Its Deployment	Dec 15, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
CATALOG: A Camera Trap Language-guided Contrastive Learning Model	Dec 14, 2024	Contrastive Learningimage-classification	CodeCode Available	0
MAL: Cluster-Masked and Multi-Task Pretraining for Enhanced xLSTM Vision Performance	Dec 14, 2024	DecoderDepth Estimation	—Unverified	0
Ultra-High Resolution Segmentation via Boundary-Enhanced Patch-Merging Transformer	Dec 13, 2024	Image SegmentationSegmentation	—Unverified	0
SPT: Sequence Prompt Transformer for Interactive Image Segmentation	Dec 13, 2024	Image SegmentationInteractive Segmentation	—Unverified	0
DQA: An Efficient Method for Deep Quantization of Deep Neural Network Activations	Dec 12, 2024	image-classificationImage Classification	—Unverified	0
On the effectiveness of Rotation-Equivariance in U-Net: A Benchmark for Image Segmentation	Dec 12, 2024	Image SegmentationSegmentation	—Unverified	0
FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation	Dec 12, 2024	Cross-Domain Few-ShotDomain Generalization	CodeCode Available	2
Embeddings are all you need! Achieving High Performance Medical Image Classification through Training-Free Embedding Analysis	Dec 12, 2024	AllClassification	—Unverified	0
Automatic Image Annotation for Mapped Features Detection	Dec 11, 2024	Autonomous DrivingImage Segmentation	—Unverified	0
Intelligent Control of Robotic X-ray Devices using a Language-promptable Digital Twin	Dec 11, 2024	Image SegmentationSemantic Segmentation	—Unverified	0

Show:10 25 50

← PrevPage 20 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