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

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Showing 1351–1375 of 5035 papers

Title	Date	Tasks	Status	Score
CANet: Context aware network with dual-stream pyramid for medical image segmentation	Mar 5, 2023	2D Semantic SegmentationDecoder	CodeCode Available	5
A Novel Approach for Image Segmentation based on Histograms computed from Hue-data	Jul 30, 2017	General ClassificationImage Segmentation	CodeCode Available	5
CAMEL: A Weakly Supervised Learning Framework for Histopathology Image Segmentation	Aug 28, 2019	Image SegmentationMultiple Instance Learning	CodeCode Available	5
An Optimization Framework for Processing and Transfer Learning for the Brain Tumor Segmentation	Feb 10, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available	5
Magnifier: A Multi-grained Neural Network-based Architecture for Burned Area Delineation	Apr 28, 2025	Burned Area DelineationDisaster Response	CodeCode Available	5
LymphAtlas- A Unified Multimodal Lymphoma Imaging Repository Delivering AI-Enhanced Diagnostic Insight	Apr 29, 2025	DiagnosticImage Segmentation	CodeCode Available	5
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation	Feb 24, 2025	Computed Tomography (CT)Domain Adaptation	CodeCode Available	5
Calibrating the Dice loss to handle neural network overconfidence for biomedical image segmentation	Oct 31, 2021	Image SegmentationSegmentation	CodeCode Available	5
Calibrating Segmentation Networks with Margin-based Label Smoothing	Sep 9, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Calibrate the inter-observer segmentation uncertainty via diagnosis-first principle	Aug 5, 2022	Image SegmentationLesion Segmentation	CodeCode Available	5
Lung segmentation with NASNet-Large-Decoder Net	Mar 18, 2023	DecoderImage Segmentation	CodeCode Available	5
LVPNet: A Latent-variable-based Prediction-driven End-to-end Framework for Lossless Compression of Medical Images	Jun 22, 2025	Image CompressionImage Segmentation	CodeCode Available	5
Advancing Medical Image Segmentation: Morphology-Driven Learning with Diffusion Transformer	Aug 1, 2024	DenoisingImage Segmentation	CodeCode Available	5
Annotation-Efficient Task Guidance for Medical Segment Anything	Dec 11, 2024	Computed Tomography (CT)Image Segmentation	CodeCode Available	5
LoRA-PT: Low-Rank Adapting UNETR for Hippocampus Segmentation Using Principal Tensor Singular Values and Vectors	Jul 16, 2024	BraTS2021Hippocampus	CodeCode Available	5
Level set image segmentation with velocity term learned from data with applications to lung nodule segmentation	Oct 8, 2019	BIG-bench Machine LearningImage Segmentation	CodeCode Available	5
Longitudinal Quantitative Assessment of COVID-19 Infection Progression from Chest CTs	Mar 12, 2021	Computed Tomography (CT)COVID-19 Image Segmentation	CodeCode Available	5
Constrained Deep Networks: Lagrangian Optimization via Log-Barrier Extensions	Apr 8, 2019	Image SegmentationSemantic Segmentation	CodeCode Available	5
Machine Perceptual Quality: Evaluating the Impact of Severe Lossy Compression on Audio and Image Models	Jan 15, 2024	Data Compressionimage-classification	CodeCode Available	5
Mask Editor : an Image Annotation Tool for Image Segmentation Tasks	Sep 17, 2018	Image CroppingImage Segmentation	CodeCode Available	5
BYOCL: Build Your Own Consistent Latent with Hierarchical Representative Latent Clustering	Oct 19, 2024	ClusteringImage Segmentation	CodeCode Available	5
BuyTheDips: PathLoss for improved topology-preserving deep learning-based image segmentation	Jul 23, 2022	Image SegmentationSegmentation	CodeCode Available	5
LMBiS-Net: A Lightweight Multipath Bidirectional Skip Connection based CNN for Retinal Blood Vessel Segmentation	Sep 10, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	5
LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation	Dec 13, 2019	Computational EfficiencyImage Segmentation	CodeCode Available	5
A Certified Radius-Guided Attack Framework to Image Segmentation Models	Apr 5, 2023	image-classificationImage Classification	CodeCode Available	5

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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