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 1176–1200 of 5035 papers

Title	Date	Tasks	Status	Hype
LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation	Apr 7, 2024	Computational EfficiencyImage Segmentation	CodeCode Available	2
Automated Prediction of Breast Cancer Response to Neoadjuvant Chemotherapy from DWI Data	Apr 7, 2024	Image SegmentationSegmentation	—Unverified	0
Deep Learning-Based Brain Image Segmentation for Automated Tumour Detection	Apr 6, 2024	Brain Image SegmentationBrain Tumor Segmentation	—Unverified	0
Mixed-Query Transformer: A Unified Image Segmentation Architecture	Apr 6, 2024	Data AugmentationImage Segmentation	—Unverified	0
Towards Efficient and Accurate CT Segmentation via Edge-Preserving Probabilistic Downsampling	Apr 5, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
LiteNeXt: A Novel Lightweight ConvMixer-based Model with Self-embedding Representation Parallel for Medical Image Segmentation	Apr 4, 2024	Data AugmentationDecoder	CodeCode Available	1
Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincaré Ball	Apr 4, 2024	Image SegmentationSegmentation	CodeCode Available	1
OpenNeRF: Open Set 3D Neural Scene Segmentation with Pixel-Wise Features and Rendered Novel Views	Apr 4, 2024	Image SegmentationNeRF	—Unverified	0
Investigation of Energy-efficient AI Model Architectures and Compression Techniques for "Green" Fetal Brain Segmentation	Apr 3, 2024	Brain SegmentationImage Segmentation	—Unverified	0
Cross-Modal Conditioned Reconstruction for Language-guided Medical Image Segmentation	Apr 3, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Contextual Embedding Learning to Enhance 2D Networks for Volumetric Image Segmentation	Apr 2, 2024	Image SegmentationSegmentation	CodeCode Available	0
Red-Teaming Segment Anything Model	Apr 2, 2024	Image Segmentationmodel	CodeCode Available	0
Adaptive Feature Fusion Neural Network for Glaucoma Segmentation on Unseen Fundus Images	Apr 2, 2024	DecoderDomain Generalization	—Unverified	0
Medical Visual Prompting (MVP): A Unified Framework for Versatile and High-Quality Medical Image Segmentation	Apr 1, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
T-Mamba: Frequency-Enhanced Gated Long-Range Dependency for Tooth 3D CBCT Segmentation	Apr 1, 2024	Image SegmentationMamba	CodeCode Available	2
Diffusion based Zero-shot Medical Image-to-Image Translation for Cross Modality Segmentation	Apr 1, 2024	Image SegmentationImage-to-Image Translation	—Unverified	0
Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Anthropic Prior Knowledge	Apr 1, 2024	Image SegmentationInstance Segmentation	—Unverified	0
OVFoodSeg: Elevating Open-Vocabulary Food Image Segmentation via Image-Informed Textual Representation	Apr 1, 2024	Image SegmentationImage to text	—Unverified	0
Language Guided Domain Generalized Medical Image Segmentation	Apr 1, 2024	Contrastive LearningDomain Adaptation	CodeCode Available	1
Deep Instruction Tuning for Segment Anything Model	Mar 31, 2024	DecoderImage Segmentation	CodeCode Available	1
MugenNet: A Novel Combined Convolution Neural Network and Transformer Network with its Application for Colonic Polyp Image Segmentation	Mar 31, 2024	Computational EfficiencyImage Segmentation	—Unverified	0
Rethinking Interactive Image Segmentation with Low Latency, High Quality, and Diverse Prompts	Mar 31, 2024	Image SegmentationInteractive Segmentation	CodeCode Available	2
Attention-based Shape-Deformation Networks for Artifact-Free Geometry Reconstruction of Lumbar Spine from MR Images	Mar 30, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	0
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation	Mar 29, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation	Mar 29, 2024	Image SegmentationLesion Segmentation	CodeCode Available	3

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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