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 2226–2250 of 5035 papers

Title	Date	Tasks	Status
Densely Decoded Networks with Adaptive Deep Supervision for Medical Image Segmentation	Feb 5, 2024	DecoderImage Segmentation	—Unverified
Analyzing Semantic Segmentation Using Hybrid Human-Machine CRFs	Jun 1, 2013	Image Segmentationobject-detection	—Unverified
Interactive Segmentation on RGBD Images via Cue Selection	Jun 1, 2016	Image RetrievalImage Segmentation	—Unverified
Interactive Video Object Segmentation in the Wild	Dec 31, 2017	Image SegmentationInteractive Video Object Segmentation	—Unverified
Introducing Hann windows for reducing edge-effects in patch-based image segmentation	Oct 17, 2019	Image SegmentationSemantic Segmentation	—Unverified
Axial Attention Transformer Networks: A New Frontier in Breast Cancer Detection	Sep 18, 2024	Breast Cancer DetectionComputational Efficiency	—Unverified
Dense 3D Visual Mapping via Semantic Simplification	Feb 20, 2019	Image SegmentationSemantic Segmentation	—Unverified
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning	Oct 11, 2017	Image SegmentationInteractive Segmentation	—Unverified
Denoising Plane Wave Ultrasound Images Using Diffusion Probabilistic Models	Aug 20, 2024	AnatomyDenoising	—Unverified
Additive Manufacturing Processes Protocol Prediction by Artificial Intelligence using X-ray Computed Tomography data	Jan 24, 2025	Image SegmentationSemantic Segmentation	—Unverified
Interactive Image Selection and Training for Brain Tumor Segmentation Network	Jun 5, 2024	Brain Tumor SegmentationDiversity	—Unverified
Analyzing Multispectral Satellite Imagery of South American Wildfires Using Deep Learning	Jan 19, 2022	Feature EngineeringImage Segmentation	—Unverified
Interactive Image Segmentation via Backpropagating Refinement Scheme	Jun 1, 2019	Image SegmentationInteractive Segmentation	—Unverified
Interactive Medical Image Segmentation with Self-Adaptive Confidence Calibration	Nov 15, 2021	Image SegmentationInteractive Segmentation	—Unverified
Auxiliary Learning by Implicit Differentiation	Jun 22, 2020	Auxiliary LearningImage Classification	—Unverified
Analysis of Vision-based Abnormal Red Blood Cell Classification	Jun 1, 2021	Anomaly DetectionBIG-bench Machine Learning	—Unverified
Deformable Attentive Visual Enhancement for Referring Segmentation Using Vision-Language Model	May 25, 2025	cross-modal alignmentImage Segmentation	—Unverified
DeepTriNet: A Tri-Level Attention Based DeepLabv3+ Architecture for Semantic Segmentation of Satellite Images	Sep 5, 2023	Change DetectionImage Segmentation	—Unverified
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder	Jun 10, 2023	Image SegmentationSegmentation	—Unverified
Adaptively Weighted Data Augmentation Consistency Regularization for Robust Optimization under Concept Shift	Oct 4, 2022	Data AugmentationImage Segmentation	—Unverified
Interactive Image Segmentation using Label Propagation through Complex Networks	Jan 9, 2019	Image SegmentationInteractive Segmentation	—Unverified
Deep Tiered Image Segmentation For Detecting Internal Ice Layers in Radar Imagery	Oct 8, 2020	Image SegmentationSemantic Segmentation	—Unverified
Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation	Jan 18, 2021	Domain AdaptationImage Segmentation	—Unverified
Autoregressive Medical Image Segmentation via Next-Scale Mask Prediction	Feb 28, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Deep Superpixel Cut for Unsupervised Image Segmentation	Mar 10, 2021	ClusteringImage 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