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 551–575 of 5035 papers

Title	Date	Tasks	Status	Hype
Synthetic Instance Segmentation from Semantic Image Segmentation Masks	Aug 2, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip Fusion	Aug 2, 2023	Image SegmentationInductive Bias	CodeCode Available	1
Boundary Difference Over Union Loss For Medical Image Segmentation	Aug 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
ScribbleVC: Scribble-supervised Medical Image Segmentation with Vision-Class Embedding	Jul 30, 2023	Decision MakingImage Segmentation	CodeCode Available	1
3D Medical Image Segmentation with Sparse Annotation via Cross-Teaching between 3D and 2D Networks	Jul 30, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 Challenges	Jul 30, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image Segmentation	Jul 27, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	1
Unite-Divide-Unite: Joint Boosting Trunk and Structure for High-accuracy Dichotomous Image Segmentation	Jul 26, 2023	DecoderDichotomous Image Segmentation	CodeCode Available	1
Multi-modal Learning with Missing Modality via Shared-Specific Feature Modelling	Jul 26, 2023	Classificationdomain classification	CodeCode Available	1
SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image Segmentation	Jul 24, 2023	Contrastive LearningImage Reconstruction	CodeCode Available	1
COLosSAL: A Benchmark for Cold-start Active Learning for 3D Medical Image Segmentation	Jul 22, 2023	Active LearningImage Segmentation	CodeCode Available	1
Prototype-Driven and Multi-Expert Integrated Multi-Modal MR Brain Tumor Image Segmentation	Jul 22, 2023	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image Segmentation	Jul 22, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Pick the Best Pre-trained Model: Towards Transferability Estimation for Medical Image Segmentation	Jul 22, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Flight Contrail Segmentation via Augmented Transfer Learning with Novel SR Loss Function in Hough Space	Jul 22, 2023	Image SegmentationLine Detection	CodeCode Available	1
Learning to Segment from Noisy Annotations: A Spatial Correction Approach	Jul 21, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Bridging Vision and Language Encoders: Parameter-Efficient Tuning for Referring Image Segmentation	Jul 21, 2023	DecoderImage Segmentation	CodeCode Available	1
Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation	Jul 21, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Deep Multi-Threshold Spiking-UNet for Image Processing	Jul 20, 2023	DenoisingImage Segmentation	CodeCode Available	1
Source-Free Domain Adaptation for Medical Image Segmentation via Prototype-Anchored Feature Alignment and Contrastive Learning	Jul 19, 2023	Contrastive LearningDomain Adaptation	CodeCode Available	1
Frequency-mixed Single-source Domain Generalization for Medical Image Segmentation	Jul 18, 2023	Domain GeneralizationImage Segmentation	CodeCode Available	1
Implementation of a perception system for autonomous vehicles using a detection-segmentation network in SoC FPGA	Jul 17, 2023	Autonomous VehiclesCPU	CodeCode Available	1
Source-Free Domain Adaptive Fundus Image Segmentation with Class-Balanced Mean Teacher	Jul 14, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Frequency Domain Adversarial Training for Robust Volumetric Medical Segmentation	Jul 14, 2023	Adversarial AttackDeep Learning	CodeCode Available	1
Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation	Jul 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1

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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