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 2676–2700 of 5035 papers

Title	Date	Tasks	Status	Hype
Mask DINO: Towards A Unified Transformer-based Framework for Object Detection and Segmentation	Jun 6, 2022	Image SegmentationInstance Segmentation	CodeCode Available	4
GridShift: A Faster Mode-seeking Algorithm for Image Segmentation and Object Tracking	Jun 5, 2022	Image SegmentationObject Tracking	—Unverified	0
ACT: Semi-supervised Domain-adaptive Medical Image Segmentation with Asymmetric Co-training	Jun 5, 2022	Domain AdaptationImage Segmentation	—Unverified	0
Learning Probabilistic Topological Representations Using Discrete Morse Theory	Jun 3, 2022	Image SegmentationSemantic Segmentation	—Unverified	0
R2U++: A Multiscale Recurrent Residual U-Net with Dense Skip Connections for Medical Image Segmentation	Jun 3, 2022	Computed Tomography (CT)Decoder	—Unverified	0
Mutual- and Self- Prototype Alignment for Semi-supervised Medical Image Segmentation	Jun 3, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Patcher: Patch Transformers with Mixture of Experts for Precise Medical Image Segmentation	Jun 3, 2022	DecoderImage Segmentation	CodeCode Available	1
A Deep-Learning Usability Expansion Model of Ocean Observations	Jun 3, 2022	Deep LearningImage Segmentation	—Unverified	0
Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation	Jun 3, 2022	Image SegmentationIncremental Learning	—Unverified	0
Adaptive Adversarial Training to Improve Adversarial Robustness of DNNs for Medical Image Segmentation and Detection	Jun 2, 2022	Adversarial RobustnessImage Segmentation	—Unverified	0
MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation	Jun 2, 2022	Data AugmentationDecoder	CodeCode Available	1
H-EMD: A Hierarchical Earth Mover's Distance Method for Instance Segmentation	Jun 2, 2022	Image SegmentationInstance Segmentation	—Unverified	0
MISSU: 3D Medical Image Segmentation via Self-distilling TransUNet	Jun 2, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives	Jun 2, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
A Dual-fusion Semantic Segmentation Framework With GAN For SAR Images	Jun 2, 2022	Image SegmentationSegmentation	—Unverified	0
Suggestive Annotation of Brain MR Images with Gradient-guided Sampling	Jun 2, 2022	Brain SegmentationImage Segmentation	—Unverified	0
A Bhattacharyya Coefficient-Based Framework for Noise Model-Aware Random Walker Image Segmentation	Jun 2, 2022	Image SegmentationSegmentation	—Unverified	0
The Fully Convolutional Transformer for Medical Image Segmentation	Jun 1, 2022	Image SegmentationMedical Image Analysis	CodeCode Available	1
Dynamic Linear Transformer for 3D Biomedical Image Segmentation	Jun 1, 2022	3D Medical Imaging SegmentationDecoder	CodeCode Available	0
Co-Training for Unsupervised Domain Adaptation of Semantic Segmentation Models	May 31, 2022	Autonomous DrivingDomain Adaptation	CodeCode Available	0
DeepDefacer: Automatic Removal of Facial Features via U-Net Image Segmentation	May 31, 2022	CPUDe-identification	—Unverified	0
Memory-efficient Segmentation of High-resolution Volumetric MicroCT Images	May 31, 2022	GPUImage Segmentation	CodeCode Available	0
D^2NeRF: Self-Supervised Decoupling of Dynamic and Static Objects from a Monocular Video	May 31, 2022	Image SegmentationNeRF	—Unverified	0
Segmentation Consistency Training: Out-of-Distribution Generalization for Medical Image Segmentation	May 30, 2022	Data AugmentationImage Segmentation	CodeCode Available	0
EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction	May 29, 2022	Autonomous DrivingCPU	CodeCode Available	4

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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