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 1851–1875 of 5035 papers

Title	Date	Tasks	Status	Hype
Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower Extremities	Jul 26, 2023	Active LearningDiversity	CodeCode Available	0
Learning Transferable Object-Centric Diffeomorphic Transformations for Data Augmentation in Medical Image Segmentation	Jul 25, 2023	Data AugmentationImage Segmentation	—Unverified	0
Image Segmentation Keras : Implementation of Segnet, FCN, UNet, PSPNet and other models in Keras	Jul 25, 2023	Image SegmentationSegmentation	CodeCode Available	4
Semi-Supervised Medical Image Segmentation with Co-Distribution Alignment	Jul 24, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image Segmentation	Jul 24, 2023	Contrastive LearningImage Reconstruction	CodeCode Available	1
SL: Stable Learning in Source-Free Domain Adaption for Medical Image Segmentation	Jul 24, 2023	Domain AdaptationImage Segmentation	—Unverified	0
SwIPE: Efficient and Robust Medical Image Segmentation with Implicit Patch Embeddings	Jul 23, 2023	3D Shape ReconstructionImage Segmentation	CodeCode Available	0
COLosSAL: A Benchmark for Cold-start Active Learning for 3D Medical Image Segmentation	Jul 22, 2023	Active LearningImage 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
Atomic number estimation of dual energy cargo radiographs using a semiempirical transparency model	Jul 22, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
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
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
Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation	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
Probabilistic Modeling of Inter- and Intra-observer Variability in Medical Image Segmentation	Jul 21, 2023	DiagnosticImage Segmentation	—Unverified	0
Confidence Intervals for Performance Estimates in Brain MRI Segmentation	Jul 20, 2023	Brain Tumor SegmentationHippocampus	—Unverified	0
Quantized Feature Distillation for Network Quantization	Jul 20, 2023	image-classificationImage Classification	—Unverified	0
HRFNet: High-Resolution Forgery Network for Localizing Satellite Image Manipulation	Jul 20, 2023	Image ManipulationImage Segmentation	—Unverified	0
Deep Multi-Threshold Spiking-UNet for Image Processing	Jul 20, 2023	DenoisingImage Segmentation	CodeCode Available	1
Text2Layer: Layered Image Generation using Latent Diffusion Model	Jul 19, 2023	Image GenerationImage Segmentation	—Unverified	0
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
Two Approaches to Supervised Image Segmentation	Jul 19, 2023	Deep LearningDimensionality Reduction	—Unverified	0
Connections between Operator-splitting Methods and Deep Neural Networks with Applications in Image Segmentation	Jul 18, 2023	Image SegmentationSemantic 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