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 951–975 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision	Oct 23, 2020	DecoderImage Segmentation	CodeCode Available	1	5
Contrastive Registration for Unsupervised Medical Image Segmentation	Nov 17, 2020	Contrastive LearningImage Segmentation	CodeCode Available	1	5
LambdaUNet: 2.5D Stroke Lesion Segmentation of Diffusion-weighted MR Images	Apr 28, 2021	Image SegmentationLesion Segmentation	CodeCode Available	1	5
Continual Learning for Image Segmentation with Dynamic Query	Nov 29, 2023	Continual LearningDiversity	CodeCode Available	1	5
Image Segmentation Using Deep Learning: A Survey	Jan 15, 2020	DecoderDeep Learning	CodeCode Available	1	5
Self-adversarial Multi-scale Contrastive Learning for Semantic Segmentation of Thermal Facial Images	Sep 21, 2022	Contrastive LearningImage Augmentation	CodeCode Available	1	5
ComBiNet: Compact Convolutional Bayesian Neural Network for Image Segmentation	Apr 14, 2021	Bayesian InferenceDecision Making	CodeCode Available	1	5
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions	Feb 10, 2021	DenoisingImage Segmentation	CodeCode Available	1	5
Continual Hippocampus Segmentation with Transformers	Apr 17, 2022	Continual LearningHippocampus	CodeCode Available	1	5
Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs	Jan 25, 2024	Image SegmentationLesion Segmentation	CodeCode Available	1	5
Ariadne's Thread:Using Text Prompts to Improve Segmentation of Infected Areas from Chest X-ray images	Jul 8, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Implementation of a perception system for autonomous vehicles using a detection-segmentation network in SoC FPGA	Jul 17, 2023	Autonomous VehiclesCPU	CodeCode Available	1	5
Importance of Aligning Training Strategy with Evaluation for Diffusion Models in 3D Multiclass Segmentation	Mar 10, 2023	DenoisingImage Segmentation	CodeCode Available	1	5
Importance Driven Continual Learning for Segmentation Across Domains	Apr 30, 2020	Brain SegmentationContinual Learning	CodeCode Available	1	5
Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation	Oct 5, 2021	Data AugmentationImage Segmentation	CodeCode Available	1	5
Self-Supervised Learning of Object Parts for Semantic Segmentation	Apr 27, 2022	Community DetectionImage Segmentation	CodeCode Available	1	5
Agent Skill Acquisition for Large Language Models via CycleQD	Oct 16, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	1	5
Improving Across-Dataset Brain Tissue Segmentation Using Transformer	Jan 21, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis	Mar 21, 2022	DecoderImage 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
Improving Segmentation of Objects with Varying Sizes in Biomedical Images using Instance-wise and Center-of-Instance Segmentation Loss Function	Apr 13, 2023	Image SegmentationInstance 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
Continuous Conditional Random Field Convolution for Point Cloud Segmentation	Oct 12, 2021	Image SegmentationPoint Cloud 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
Continual atlas-based segmentation of prostate MRI	Nov 1, 2023	Continual Learningimage-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