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 2576–2600 of 5035 papers

Title	Date	Tasks	Status
Deep Retinal Image Segmentation with Regularization Under Geometric Priors	Sep 19, 2019	DiagnosticImage Segmentation	—Unverified
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection	Oct 19, 2015	Image SegmentationMulti-Task Learning	—Unverified
Deep Self-Cleansing for Medical Image Segmentation with Noisy Labels	Sep 8, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Deep Semantic Segmentation of Natural and Medical Images: A Review	Oct 16, 2019	Image SegmentationMedical Image Analysis	—Unverified
Deep Structural Causal Shape Models	Aug 23, 2022	counterfactualImage Segmentation	—Unverified
Deep Superpixel Cut for Unsupervised Image Segmentation	Mar 10, 2021	ClusteringImage Segmentation	—Unverified
Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation	Jan 18, 2021	Domain AdaptationImage Segmentation	—Unverified
Deep Tiered Image Segmentation For Detecting Internal Ice Layers in Radar Imagery	Oct 8, 2020	Image SegmentationSemantic Segmentation	—Unverified
DeepTriNet: A Tri-Level Attention Based DeepLabv3+ Architecture for Semantic Segmentation of Satellite Images	Sep 5, 2023	Change DetectionImage Segmentation	—Unverified
Deformable Attentive Visual Enhancement for Referring Segmentation Using Vision-Language Model	May 25, 2025	cross-modal alignmentImage Segmentation	—Unverified
Denoising Plane Wave Ultrasound Images Using Diffusion Probabilistic Models	Aug 20, 2024	AnatomyDenoising	—Unverified
Dense 3D Visual Mapping via Semantic Simplification	Feb 20, 2019	Image SegmentationSemantic Segmentation	—Unverified
Densely Decoded Networks with Adaptive Deep Supervision for Medical Image Segmentation	Feb 5, 2024	DecoderImage Segmentation	—Unverified
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image Segmentation	Jul 13, 2023	Image SegmentationMedical Image Analysis	—Unverified
Dense Self-Supervised Learning for Medical Image Segmentation	Jul 29, 2024	DecoderImage Segmentation	—Unverified
Dense Semantic Image Segmentation with Objects and Attributes	Jun 1, 2014	AttributeImage Segmentation	—Unverified
Dense Transformer Networks for Brain Electron Microscopy Image Segmentation	Aug 10, 2019	DecoderElectron Microscopy Image Segmentation	—Unverified
DenseVLM: A Retrieval and Decoupled Alignment Framework for Open-Vocabulary Dense Prediction	Dec 9, 2024	Image Segmentationobject-detection	—Unverified
DEPT: Deep Extreme Point Tracing for Ultrasound Image Segmentation	Mar 19, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Depth-wise layering of 3d images using dense depth maps: a threshold based approach	Oct 5, 2020	Image SegmentationSegmentation	—Unverified
Derivate-based Component-Trees for Multi-Channel Image Segmentation	May 4, 2017	Image SegmentationOptical Character Recognition (OCR)	—Unverified
Deshadow-Anything: When Segment Anything Model Meets Zero-shot shadow removal	Sep 21, 2023	Image RestorationImage Segmentation	—Unverified
DeshadowGAN: A Deep Learning Approach to Remove Shadows from Optical Coherence Tomography Images	Oct 7, 2019	DenoisingGenerative Adversarial Network	—Unverified
Detect-and-Segment: a Deep Learning Approach to Automate Wound Image Segmentation	Nov 2, 2021	Image SegmentationSegmentation	—Unverified
Detecting Abnormal Health Conditions in Smart Home Using a Drone	Oct 8, 2023	Image Segmentationobject-detection	—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