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 801–825 of 5035 papers

Title	Date	Tasks	Status	Hype
DeiSAM: Segment Anything with Deictic Prompting	Feb 21, 2024	Image SegmentationSegmentation	CodeCode Available	1
Delving into Shape-aware Zero-shot Semantic Segmentation	Apr 17, 2023	Image SegmentationSegmentation	CodeCode Available	1
DeepVoxNet2: Yet another CNN framework	Nov 17, 2022	image-classificationImage Classification	CodeCode Available	1
CAD: Memory Efficient Convolutional Adapter for Segment Anything	Sep 24, 2024	DecoderGPU	CodeCode Available	1
CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention	Mar 20, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1
MetaFormer and CNN Hybrid Model for Polyp Image Segmentation	Sep 16, 2024	BenchmarkingImage Segmentation	CodeCode Available	1
Annotator Consensus Prediction for Medical Image Segmentation with Diffusion Models	Jun 15, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
MEW-UNet: Multi-axis representation learning in frequency domain for medical image segmentation	Oct 25, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 Challenges	Jul 30, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning	Apr 25, 2021	Image SegmentationInteractive Segmentation	CodeCode Available	1
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels	Mar 3, 2022	Anomaly DetectionCardiac Segmentation	CodeCode Available	1
ComBiNet: Compact Convolutional Bayesian Neural Network for Image Segmentation	Apr 14, 2021	Bayesian InferenceDecision Making	CodeCode Available	1
Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis	Jul 10, 2024	Data AugmentationFew-Shot Learning	CodeCode Available	1
MISm: A Medical Image Segmentation Metric for Evaluation of weak labeled Data	Oct 24, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable Convolution	Sep 30, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	1
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy	Jul 2, 2025	Data AugmentationGeneralized Referring Expression Segmentation	CodeCode Available	1
MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures	Feb 26, 2021	DecoderImage Segmentation	CodeCode Available	1
MLLA-UNet: Mamba-like Linear Attention in an Efficient U-Shape Model for Medical Image Segmentation	Oct 31, 2024	Image SegmentationMamba	CodeCode Available	1
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation	Sep 22, 2020	Image SegmentationLesion Segmentation	CodeCode Available	1
MobileUtr: Revisiting the relationship between light-weight CNN and Transformer for efficient medical image segmentation	Dec 4, 2023	Image SegmentationInductive Bias	CodeCode Available	1
DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation	Dec 11, 2023	Domain AdaptationDomain Generalization	CodeCode Available	1
Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation	Jul 21, 2021	Computed Tomography (CT)Image Segmentation	CodeCode Available	1
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs	Jun 2, 2016	Image SegmentationSemantic Segmentation	CodeCode Available	1
MRGen: Diffusion-based Controllable Data Engine for MRI Segmentation towards Unannotated Modalities	Dec 4, 2024	Image GenerationImage Segmentation	CodeCode Available	1
Deep learning approach to left ventricular non-compaction measurement	Nov 30, 2020	CPUDeep Learning	CodeCode Available	1

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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