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 3101–3125 of 5035 papers

Title	Date	Tasks	Status
A Hybrid Spatial-temporal Deep Learning Architecture for Lane Detection	Oct 5, 2021	DecoderDeep Learning	—Unverified
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A Review	Jul 9, 2024	Image SegmentationSegmentation	—Unverified
Teaching AI the Anatomy Behind the Scan: Addressing Anatomical Flaws in Medical Image Segmentation with Learnable Prior	Mar 27, 2024	AnatomyDecoder	—Unverified
Interior Object Detection and Color Harmonization	Jul 31, 2019	Image SegmentationObject	—Unverified
AI-Driven MRI-based Brain Tumour Segmentation Benchmarking	Jun 25, 2025	BenchmarkingImage Segmentation	—Unverified
AI in the Loop -- Functionalizing Fold Performance Disagreement to Monitor Automated Medical Image Segmentation Pipelines	May 15, 2023	Image SegmentationMedical Image Segmentation	—Unverified
AIMS: All-Inclusive Multi-Level Segmentation	May 28, 2023	AllImage Segmentation	—Unverified
AinnoSeg: Panoramic Segmentation with High Perfomance	Jul 21, 2020	Image SegmentationObject	—Unverified
Airway Tree Modeling Using Dual-channel 3D UNet 3+ with Vesselness Prior	Aug 30, 2022	Computed Tomography (CT)Image Segmentation	—Unverified
A Knowledge Distillation framework for Multi-Organ Segmentation of Medaka Fish in Tomographic Image	Feb 24, 2023	Computed Tomography (CT)Image Segmentation	—Unverified
A Labeled Array Distance Metric for Measuring Image Segmentation Quality	Jun 12, 2024	Image SegmentationSegmentation	—Unverified
A Label-Free High-Precision Residual Moveout Picking Method for Travel Time Tomography based on Deep Learning	Mar 8, 2025	Image SegmentationSegmentation	—Unverified
A Large-scale Interpretable Multi-modality Benchmark for Facial Image Forgery Localization	Dec 27, 2024	Face SwappingImage Segmentation	—Unverified
A Latent Source Model for Patch-Based Image Segmentation	Oct 6, 2015	Image SegmentationMedical Image Segmentation	—Unverified
Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks	Jul 19, 2018	Image SegmentationMedical Image Segmentation	—Unverified
AlignZeg: Mitigating Objective Misalignment for Zero-shot Semantic Segmentation	Apr 8, 2024	Image SegmentationSegmentation	—Unverified
All-Around Real Label Supervision: Cyclic Prototype Consistency Learning for Semi-supervised Medical Image Segmentation	Sep 28, 2021	AllBrain Tumor Segmentation	—Unverified
All-in-SAM: from Weak Annotation to Pixel-wise Nuclei Segmentation with Prompt-based Finetuning	Jul 1, 2023	AllImage Segmentation	—Unverified
A Local Active Contour Model for Image Segmentation with Intensity Inhomogeneity	May 30, 2013	Image SegmentationSemantic Segmentation	—Unverified
A Locally Adapting Technique for Boundary Detection using Image Segmentation	Jul 27, 2017	Boundary DetectionImage Segmentation	—Unverified
A locally statistical active contour model for SAR image segmentation can be solved by denoising algorithms	Jan 10, 2024	DenoisingImage Segmentation	—Unverified
A Markov Random Field and Active Contour Image Segmentation Model for Animal Spots Patterns	Oct 26, 2015	Image SegmentationSegmentation	—Unverified
A Mathematical Explanation of UNet	Oct 6, 2024	Image SegmentationSemantic Segmentation	—Unverified
AMBER -- Advanced SegFormer for Multi-Band Image Segmentation: an application to Hyperspectral Imaging	Sep 14, 2024	Image SegmentationSemantic Segmentation	—Unverified
A method for supervoxel-wise association studies of age and other non-imaging variables from coronary computed tomography angiograms	May 13, 2024	Image RegistrationImage 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