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 2251–2275 of 5035 papers

Title	Date	Tasks	Status
Complementary Information Mutual Learning for Multimodality Medical Image Segmentation	Jan 5, 2024	Image SegmentationInductive Bias	—Unverified
Learning Multimodal Volumetric Features for Large-Scale Neuron Tracing	Jan 5, 2024	Contrastive LearningImage Segmentation	CodeCode Available
Systematic review of image segmentation using complex networks	Jan 5, 2024	Community DetectionEdge Detection	—Unverified
Source-Free Online Domain Adaptive Semantic Segmentation of Satellite Images under Image Degradation	Jan 4, 2024	Domain AdaptationImage Segmentation	—Unverified
Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels	Jan 3, 2024	Computational EfficiencyDecoder	—Unverified
Freeze the backbones: A Parameter-Efficient Contrastive Approach to Robust Medical Vision-Language Pre-training	Jan 2, 2024	image-classificationImage Classification	—Unverified
Online Continual Domain Adaptation for Semantic Image Segmentation Using Internal Representations	Jan 2, 2024	Domain AdaptationImage Segmentation	CodeCode Available
Prompt-Driven Referring Image Segmentation with Instance Contrasting	Jan 1, 2024	Contrastive LearningImage Segmentation	—Unverified
Endow SAM with Keen Eyes: Temporal-spatial Prompt Learning for Video Camouflaged Object Detection	Jan 1, 2024	Image Segmentationobject-detection	—Unverified
Addressing Background Context Bias in Few-Shot Segmentation through Iterative Modulation	Jan 1, 2024	Image SegmentationSegmentation	—Unverified
LQMFormer: Language-aware Query Mask Transformer for Referring Image Segmentation	Jan 1, 2024	Image SegmentationSemantic Segmentation	—Unverified
Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Multi-Scale Aggregation and Anthropic Prior Knowledge	Jan 1, 2024	Image SegmentationInstance Segmentation	—Unverified
Double-well Net for Image Segmentation	Dec 31, 2023	Image SegmentationSegmentation	CodeCode Available
Horizontal Federated Computer Vision	Dec 31, 2023	Image Segmentationobject-detection	—Unverified
Promoting Segment Anything Model towards Highly Accurate Dichotomous Image Segmentation	Dec 30, 2023	Dichotomous Image SegmentationImage Segmentation	—Unverified
Segment3D: Learning Fine-Grained Class-Agnostic 3D Segmentation without Manual Labels	Dec 28, 2023	Image SegmentationScene Segmentation	—Unverified
Medical Report Generation based on Segment-Enhanced Contrastive Representation Learning	Dec 26, 2023	Contrastive LearningImage Segmentation	—Unverified
Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Medical Image Segmentation	Dec 26, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
PULASki: Learning inter-rater variability using statistical distances to improve probabilistic segmentation	Dec 25, 2023	Decision MakingDecoder	CodeCode Available
Prototype-Based Approach for One-Shot Segmentation of Brain Tumors using Few-Shot Learning	Dec 24, 2023	Few-Shot LearningImage Segmentation	—Unverified
Variance-insensitive and Target-preserving Mask Refinement for Interactive Image Segmentation	Dec 22, 2023	Image SegmentationSegmentation	—Unverified
FedSODA: Federated Cross-assessment and Dynamic Aggregation for Histopathology Segmentation	Dec 20, 2023	Federated LearningImage Segmentation	CodeCode Available
Testing the Segment Anything Model on radiology data	Dec 20, 2023	image-classificationImage Classification	—Unverified
Active contours driven by local and global intensity fitting energy with application to SAR image segmentation and its fast solvers	Dec 19, 2023	DenoisingImage Segmentation	—Unverified
Surf-CDM: Score-Based Surface Cold-Diffusion Model For Medical Image Segmentation	Dec 19, 2023	DenoisingImage Denoising	—Unverified

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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