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 176–200 of 5035 papers

Title	Date	Tasks	Status	Hype
MIS-FM: 3D Medical Image Segmentation using Foundation Models Pretrained on a Large-Scale Unannotated Dataset	Jun 29, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
RSPrompter: Learning to Prompt for Remote Sensing Instance Segmentation based on Visual Foundation Model	Jun 28, 2023	Image SegmentationInstance Segmentation	CodeCode Available	2
MedLSAM: Localize and Segment Anything Model for 3D CT Images	Jun 26, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	2
3DSAM-adapter: Holistic adaptation of SAM from 2D to 3D for promptable tumor segmentation	Jun 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
SAM3D: Zero-Shot 3D Object Detection via Segment Anything Model	Jun 4, 2023	3D Object DetectionImage Segmentation	CodeCode Available	2
Contextual Object Detection with Multimodal Large Language Models	May 29, 2023	Cloze TestDecoder	CodeCode Available	2
SSSegmenation: An Open Source Supervised Semantic Segmentation Toolbox Based on PyTorch	May 26, 2023	Image SegmentationSegmentation	CodeCode Available	2
Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation	May 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
EasyPortrait -- Face Parsing and Portrait Segmentation Dataset	Apr 26, 2023	DiversityDomain Generalization	CodeCode Available	2
Customized Segment Anything Model for Medical Image Segmentation	Apr 26, 2023	DecoderImage Segmentation	CodeCode Available	2
Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image Segmentation	Apr 26, 2023	Domain AdaptationDomain Generalization	CodeCode Available	2
UniverSeg: Universal Medical Image Segmentation	Apr 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
SAMM (Segment Any Medical Model): A 3D Slicer Integration to SAM	Apr 12, 2023	Image SegmentationSegmentation	CodeCode Available	2
Unifying and Personalizing Weakly-supervised Federated Medical Image Segmentation via Adaptive Representation and Aggregation	Apr 12, 2023	channel selectionFederated Learning	CodeCode Available	2
Ambiguous Medical Image Segmentation using Diffusion Models	Apr 10, 2023	DiagnosticDiversity	CodeCode Available	2
CAT-Seg: Cost Aggregation for Open-Vocabulary Semantic Segmentation	Mar 21, 2023	Image SegmentationOpen Vocabulary Semantic Segmentation	CodeCode Available	2
M^2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation	Mar 20, 2023	Computed Tomography (CT)Decoder	CodeCode Available	2
MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation	Mar 17, 2023	DecoderImage Segmentation	CodeCode Available	2
Unleashing Text-to-Image Diffusion Models for Visual Perception	Mar 3, 2023	DenoisingDepth Estimation	CodeCode Available	2
Deep Incubation: Training Large Models by Divide-and-Conquering	Dec 8, 2022	Image Segmentationobject-detection	CodeCode Available	2
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation	Dec 8, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Medical Image Segmentation Review: The success of U-Net	Nov 27, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	2
SimpleClick: Interactive Image Segmentation with Simple Vision Transformers	Oct 20, 2022	Image SegmentationInteractive Segmentation	CodeCode Available	2
3D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image Segmentation	Sep 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions	Sep 21, 2022	Data AugmentationDomain Adaptation	CodeCode Available	2

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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