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 4826–4850 of 5035 papers

Title	Date	Tasks	Status
Cross-modal tumor segmentation using generative blending augmentation and self training	Apr 4, 2023	Data AugmentationImage Generation	CodeCode Available
Spatially Adaptive Computation Time for Residual Networks	Dec 7, 2016	ClassificationComputational Efficiency	CodeCode Available
Cross-Modal Self-Attention Network for Referring Image Segmentation	Apr 9, 2019	Image SegmentationReferring Expression	CodeCode Available
Gaussian Random Fields as an Abstract Representation of Patient Metadata for Multimodal Medical Image Segmentation	Mar 7, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available
Active Diffusion and VCA-Assisted Image Segmentation of Hyperspectral Images	Apr 13, 2022	Active LearningClustering	CodeCode Available
Crosslink-Net: Double-Branch Encoder Network via Fusing Vertical and Horizontal Convolutions for Medical Image Segmentation	Sep 8, 2022	DecoderImage Segmentation	CodeCode Available
A Baseline Statistical Method For Robust User-Assisted Multiple Segmentation	Jan 8, 2022	BenchmarkingImage Segmentation	CodeCode Available
ACM-UNet: Adaptive Integration of CNNs and Mamba for Efficient Medical Image Segmentation	May 30, 2025	DecoderImage Segmentation	CodeCode Available
Analysis of Information Flow Through U-Nets	Jan 21, 2021	Image SegmentationSemantic Segmentation	CodeCode Available
Average Calibration Error: A Differentiable Loss for Improved Reliability in Image Segmentation	Mar 11, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Gated-SCNN: Gated Shape CNNs for Semantic Segmentation	Jul 12, 2019	Image SegmentationSemantic Segmentation	CodeCode Available
Transformer-based Annotation Bias-aware Medical Image Segmentation	Jun 2, 2023	DecoderImage Segmentation	CodeCode Available
Transformer based Generative Adversarial Network for Liver Segmentation	May 21, 2022	Generative Adversarial NetworkImage Segmentation	CodeCode Available
Membership Inference Attacks are Easier on Difficult Problems	Feb 15, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ Segmentation	Aug 28, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Rectifying Noisy Labels with Sequential Prior: Multi-Scale Temporal Feature Affinity Learning for Robust Video Segmentation	Jul 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Crosslink-Net: Double-branch Encoder Segmentation Network via Fusing Vertical and Horizontal Convolutions	Jul 24, 2021	DecoderImage Segmentation	CodeCode Available
FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics	Dec 16, 2016	Brain Image Segmentationimage-classification	CodeCode Available
Recurrent Multimodal Interaction for Referring Image Segmentation	Mar 23, 2017	Image Segmentationmultimodal interaction	CodeCode Available
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation	Feb 20, 2018	image-classificationImage Classification	CodeCode Available
Transformer-based out-of-distribution detection for clinically safe segmentation	May 21, 2022	Image SegmentationOut-of-Distribution Detection	CodeCode Available
Unsupervised Hyperspectral Stimulated Raman Microscopy Image Enhancement: Denoising and Segmentation via One-Shot Deep Learning	Apr 14, 2021	ClusteringDenoising	CodeCode Available
Auto-nnU-Net: Towards Automated Medical Image Segmentation	May 22, 2025	AutoMLComputational Efficiency	CodeCode Available
Automatic Report Generation for Histopathology images using pre-trained Vision Transformers and BERT	Dec 3, 2023	Caption GenerationDecoder	CodeCode Available
Red-Teaming Segment Anything Model	Apr 2, 2024	Image Segmentationmodel	CodeCode Available

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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