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 126–150 of 5035 papers

Title	Date	Tasks	Status	Hype
ASAM: Boosting Segment Anything Model with Adversarial Tuning	May 1, 2024	Image Segmentationmodel	CodeCode Available	2
Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation	May 1, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Multimodal Information Interaction for Medical Image Segmentation	Apr 25, 2024	Heart SegmentationImage Segmentation	CodeCode Available	2
Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation	Apr 13, 2024	Domain AdaptationImage Segmentation	CodeCode Available	2
LLM-Seg: Bridging Image Segmentation and Large Language Model Reasoning	Apr 12, 2024	Image SegmentationLanguage Modeling	CodeCode Available	2
Multi-view Aggregation Network for Dichotomous Image Segmentation	Apr 11, 2024	DecoderDichotomous Image Segmentation	CodeCode Available	2
Test-Time Adaptation with SaLIP: A Cascade of SAM and CLIP for Zero shot Medical Image Segmentation	Apr 9, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
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
T-Mamba: Frequency-Enhanced Gated Long-Range Dependency for Tooth 3D CBCT Segmentation	Apr 1, 2024	Image SegmentationMamba	CodeCode Available	2
Rethinking Interactive Image Segmentation with Low Latency, High Quality, and Diverse Prompts	Mar 31, 2024	Image SegmentationInteractive Segmentation	CodeCode Available	2
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation	Mar 29, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image Segmentation	Mar 29, 2024	Image SegmentationMedical Image Analysis	CodeCode Available	2
Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding	Mar 27, 2024	DecoderImage Segmentation	CodeCode Available	2
Generative Medical Segmentation	Mar 27, 2024	DecoderDomain Generalization	CodeCode Available	2
H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation	Mar 20, 2024	Image SegmentationLesion Segmentation	CodeCode Available	2
Diversified and Personalized Multi-rater Medical Image Segmentation	Mar 20, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
VM-UNET-V2 Rethinking Vision Mamba UNet for Medical Image Segmentation	Mar 14, 2024	Image SegmentationMamba	CodeCode Available	2
LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation	Mar 12, 2024	Image SegmentationLong-range modeling	CodeCode Available	2
FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation	Mar 8, 2024	Federated LearningImage Segmentation	CodeCode Available	2
PEM: Prototype-based Efficient MaskFormer for Image Segmentation	Feb 29, 2024	Image SegmentationPanoptic Segmentation	CodeCode Available	2
BEFUnet: A Hybrid CNN-Transformer Architecture for Precise Medical Image Segmentation	Feb 13, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
CAT-SAM: Conditional Tuning for Few-Shot Adaptation of Segment Anything Model	Feb 6, 2024	DecoderImage Segmentation	CodeCode Available	2
nnMamba: 3D Biomedical Image Segmentation, Classification and Landmark Detection with State Space Model	Feb 5, 2024	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	2
ScribFormer: Transformer Makes CNN Work Better for Scribble-based Medical Image Segmentation	Feb 3, 2024	DecoderImage Segmentation	CodeCode Available	2
MouSi: Poly-Visual-Expert Vision-Language Models	Jan 30, 2024	Image SegmentationImage-text matching	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