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 4451–4475 of 5035 papers

Title	Date	Tasks	Status
Invertible Residual Network with Regularization for Effective Medical Image Segmentation	Mar 16, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging	Jul 31, 2023	Image SegmentationInformativeness	—Unverified
Investigation of Energy-efficient AI Model Architectures and Compression Techniques for "Green" Fetal Brain Segmentation	Apr 3, 2024	Brain SegmentationImage Segmentation	—Unverified
IPatch: A Remote Adversarial Patch	Apr 30, 2021	Autonomous VehiclesImage Segmentation	—Unverified
Iris recognition in cases of eye pathology	Sep 4, 2018	Image SegmentationIris Recognition	—Unverified
Iris Recognition with a Database of Iris Images Obtained in Visible Light Using Smartphone Camera	Sep 1, 2018	Image SegmentationIris Recognition	—Unverified
Deep learning for image segmentation: veritable or overhyped?	Apr 16, 2019	Deep LearningGeneral Classification	—Unverified
Is Foreground Prototype Sufficient? Few-Shot Medical Image Segmentation with Background-Fused Prototype	Dec 4, 2024	Few-Shot Semantic SegmentationImage Segmentation	—Unverified
Is Image Super-resolution Helpful for Other Vision Tasks?	Sep 23, 2015	Edge DetectionImage Segmentation	—Unverified
Ising on the Graph: Task-specific Graph Subsampling via the Ising Model	Feb 15, 2024	Graph ClassificationGraph Neural Network	—Unverified
Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation?	Feb 10, 2025	Image SegmentationLong-range modeling	—Unverified
Is SAM 2 Better than SAM in Medical Image Segmentation?	Aug 8, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Iterative, Deep, and Unsupervised Synthetic Aperture Sonar Image Segmentation	Jul 30, 2021	Image SegmentationSegmentation	—Unverified
Iterative Deep Convolutional Encoder-Decoder Network for Medical Image Segmentation	Aug 11, 2017	DecoderDeep Learning	—Unverified
Iterative, Deep Synthetic Aperture Sonar Image Segmentation	Mar 28, 2022	Deep LearningImage Segmentation	—Unverified
Iteratively-Refined Interactive 3D Medical Image Segmentation with Multi-Agent Reinforcement Learning	Nov 23, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Jansen-MIDAS: a multi-level photomicrograph segmentation software based on isotropic undecimated wavelets	Apr 20, 2016	Image SegmentationSegmentation	—Unverified
J-CaPA : Joint Channel and Pyramid Attention Improves Medical Image Segmentation	Nov 25, 2024	Data AugmentationImage Segmentation	—Unverified
Joint 3D Scene Reconstruction and Class Segmentation	Jun 1, 2013	3D Reconstruction3D Scene Reconstruction	—Unverified
Joint ANN-SNN Co-training for Object Localization and Image Segmentation	Mar 10, 2023	Image Segmentationobject-detection	—Unverified
Joint Color-Spatial-Directional clustering and Region Merging (JCSD-RM) for unsupervised RGB-D image segmentation	Sep 6, 2015	ClusteringImage Generation	—Unverified
Joint-Embedding Predictive Architecture for Self-Supervised Learning of Mask Classification Architecture	Jul 15, 2024	DecoderImage Segmentation	—Unverified
Joint Learning Templates and Slots for Event Schema Induction	Mar 4, 2016	Image SegmentationSemantic Segmentation	—Unverified
Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers	Jan 26, 2022	Computed Tomography (CT)Image Segmentation	—Unverified
Jointly Aligning and Segmenting Multiple Web Photo Streams for the Inference of Collective Photo Storylines	Jun 1, 2013	Image SegmentationSemantic Segmentation	—Unverified

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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