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 776–800 of 5035 papers

Title	Date	Tasks	Status	Hype
Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation	Jun 8, 2023	DisentanglementDomain Adaptation	CodeCode Available	1
An Instance Segmentation Dataset of Yeast Cells in Microstructures	Apr 15, 2023	Cell SegmentationImage Segmentation	CodeCode Available	1
Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation	May 28, 2020	Domain AdaptationImage Segmentation	CodeCode Available	1
Clustering Plotted Data by Image Segmentation	Oct 6, 2021	ClusteringImage Segmentation	CodeCode Available	1
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation	Oct 30, 2022	Image SegmentationLesion Segmentation	CodeCode Available	1
DeiSAM: Segment Anything with Deictic Prompting	Feb 21, 2024	Image SegmentationSegmentation	CodeCode Available	1
Delving into Crispness: Guided Label Refinement for Crisp Edge Detection	Jun 27, 2023	Edge DetectionImage Segmentation	CodeCode Available	1
Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis	Jul 10, 2024	Data AugmentationFew-Shot Learning	CodeCode Available	1
DeepVoxNet2: Yet another CNN framework	Nov 17, 2022	image-classificationImage Classification	CodeCode Available	1
Mask Grounding for Referring Image Segmentation	Dec 19, 2023	cross-modal alignmentImage Segmentation	CodeCode Available	1
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation	Nov 28, 2024	Data AugmentationImage Segmentation	CodeCode Available	1
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable Convolution	Sep 30, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	1
MatchSeg: Towards Better Segmentation via Reference Image Matching	Mar 23, 2024	Domain GeneralizationFew-Shot Learning	CodeCode Available	1
Bridging Vision and Language Encoders: Parameter-Efficient Tuning for Referring Image Segmentation	Jul 21, 2023	DecoderImage Segmentation	CodeCode Available	1
MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation	Jun 2, 2022	Data AugmentationDecoder	CodeCode Available	1
Delving into Shape-aware Zero-shot Semantic Segmentation	Apr 17, 2023	Image SegmentationSegmentation	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
An MRF-UNet Product of Experts for Image Segmentation	Apr 12, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	1
MCP-MedSAM: A Powerful Lightweight Medical Segment Anything Model Trained with a Single GPU in Just One Day	Dec 8, 2024	GPUImage Segmentation	CodeCode Available	1
Deep learning approach to left ventricular non-compaction measurement	Nov 30, 2020	CPUDeep Learning	CodeCode Available	1
Mean Shift Mask Transformer for Unseen Object Instance Segmentation	Nov 21, 2022	ClusteringImage Segmentation	CodeCode Available	1
Capturing Omni-Range Context for Omnidirectional Segmentation	Mar 9, 2021	Autonomous DrivingImage Segmentation	CodeCode Available	1
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs	Jun 2, 2016	Image SegmentationSemantic Segmentation	CodeCode Available	1
Deep Multi-Threshold Spiking-UNet for Image Processing	Jul 20, 2023	DenoisingImage Segmentation	CodeCode Available	1
DenoiseRep: Denoising Model for Representation Learning	Jun 13, 2024	DenoisingFine-Grained Image Classification	CodeCode Available	1

Show:10 25 50

← PrevPage 32 of 202Next →

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