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 1951–1975 of 5035 papers

Title	Date	Tasks	Status	Hype
Annotator Consensus Prediction for Medical Image Segmentation with Diffusion Models	Jun 15, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
On Certified Generalization in Structured Prediction	Jun 15, 2023	Generalization BoundsGraph Generation	—Unverified	0
Transferring Knowledge for Food Image Segmentation using Transformers and Convolutions	Jun 15, 2023	Image SegmentationSegmentation	—Unverified	0
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder	Jun 15, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Temporally-Extended Prompts Optimization for SAM in Interactive Medical Image Segmentation	Jun 15, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
RRSIS: Referring Remote Sensing Image Segmentation	Jun 14, 2023	BenchmarkingImage Segmentation	—Unverified	0
A Client-server Deep Federated Learning for Cross-domain Surgical Image Segmentation	Jun 14, 2023	DiagnosticDomain Adaptation	CodeCode Available	0
C^3PS: Context-aware Conditional Cross Pseudo Supervision for Semi-supervised Medical Image Segmentation	Jun 14, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Extending CLIP's Image-Text Alignment to Referring Image Segmentation	Jun 14, 2023	Image SegmentationReferring Expression Segmentation	—Unverified	0
M^2UNet: MetaFormer Multi-scale Upsampling Network for Polyp Segmentation	Jun 14, 2023	DecoderImage Segmentation	—Unverified	0
SMC-UDA: Structure-Modal Constraint for Unsupervised Cross-Domain Renal Segmentation	Jun 14, 2023	Domain AdaptationImage Segmentation	—Unverified	0
TomoSAM: a 3D Slicer extension using SAM for tomography segmentation	Jun 14, 2023	3D Part SegmentationImage Segmentation	CodeCode Available	1
Compositionally Equivariant Representation Learning	Jun 13, 2023	AnatomyImage Segmentation	—Unverified	0
Deep learning for Background Replacement in Video Conferencing	Jun 12, 2023	Deep LearningImage Segmentation	CodeCode Available	0
AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation	Jun 12, 2023	DecoderImage Segmentation	CodeCode Available	1
PVPUFormer: Probabilistic Visual Prompt Unified Transformer for Interactive Image Segmentation	Jun 11, 2023	Image SegmentationInteractive Segmentation	CodeCode Available	1
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder	Jun 10, 2023	Image SegmentationSegmentation	—Unverified	0
Topology-Aware Uncertainty for Image Segmentation	Jun 9, 2023	Image SegmentationSegmentation	CodeCode Available	1
2DeteCT -- A large 2D expandable, trainable, experimental Computed Tomography dataset for machine learning	Jun 9, 2023	Computed Tomography (CT)Image Denoising	CodeCode Available	1
LDMRes-Net: Enabling Efficient Medical Image Segmentation on IoT and Edge Platforms	Jun 9, 2023	Computational EfficiencyImage Segmentation	—Unverified	0
Unsupervised augmentation optimization for few-shot medical image segmentation	Jun 8, 2023	AnatomyFew-Shot Semantic Segmentation	—Unverified	0
Channel prior convolutional attention for medical image segmentation	Jun 8, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
ViG-UNet: Vision Graph Neural Networks for Medical Image Segmentation	Jun 8, 2023	DecoderGraph Neural Network	CodeCode Available	0
Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation	Jun 8, 2023	DisentanglementDomain Adaptation	CodeCode Available	1
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation	Jun 7, 2023	Computed Tomography (CT)Contrastive Learning	—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