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 76–100 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
Mask-Adapter: The Devil is in the Masks for Open-Vocabulary Segmentation	Dec 5, 2024	Image SegmentationOpen Vocabulary Semantic Segmentation	CodeCode Available	2	5
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation	Mar 29, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
DaCapo: a modular deep learning framework for scalable 3D image segmentation	Aug 5, 2024	Image SegmentationManagement	CodeCode Available	2	5
A Simple Image Segmentation Framework via In-Context Examples	Oct 7, 2024	DecoderImage Segmentation	CodeCode Available	2	5
Masked-attention Mask Transformer for Universal Image Segmentation	Dec 2, 2021	2D Semantic SegmentationImage Segmentation	CodeCode Available	2	5
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context	Jun 8, 2024	Conditional Image GenerationDenoising	CodeCode Available	2	5
M^2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation	Mar 20, 2023	Computed Tomography (CT)Decoder	CodeCode Available	2	5
Are Vision xLSTM Embedded UNet More Reliable in Medical 3D Image Segmentation?	Jun 24, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
LLM-Seg: Bridging Image Segmentation and Large Language Model Reasoning	Apr 12, 2024	Image SegmentationLanguage Modeling	CodeCode Available	2	5
ASAM: Boosting Segment Anything Model with Adversarial Tuning	May 1, 2024	Image Segmentationmodel	CodeCode Available	2	5
LViT: Language meets Vision Transformer in Medical Image Segmentation	Jun 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
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	5
LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation	Mar 12, 2024	Image SegmentationLong-range modeling	CodeCode Available	2	5
Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation	Dec 18, 2024	Image SegmentationKnowledge Distillation	CodeCode Available	2	5
IRSAM: Advancing Segment Anything Model for Infrared Small Target Detection	Jul 10, 2024	DecoderImage Segmentation	CodeCode Available	2	5
Image Segmentation in Foundation Model Era: A Survey	Aug 23, 2024	Image SegmentationInstance Segmentation	CodeCode Available	2	5
H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation	Mar 20, 2024	Image SegmentationLesion Segmentation	CodeCode Available	2	5
Language-driven Semantic Segmentation	Jan 10, 2022	DescriptiveFew-Shot Semantic Segmentation	CodeCode Available	2	5
Mask2Former for Video Instance Segmentation	Dec 20, 2021	Image SegmentationInstance Segmentation	CodeCode Available	2	5
MedLSAM: Localize and Segment Anything Model for 3D CT Images	Jun 26, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	2	5
Hierarchical Open-vocabulary Universal Image Segmentation	Jul 3, 2023	Image ComprehensionImage Segmentation	CodeCode Available	2	5
High-Precision Dichotomous Image Segmentation via Probing Diffusion Capacity	Oct 14, 2024	DenoisingDichotomous Image Segmentation	CodeCode Available	2	5
Generative Medical Segmentation	Mar 27, 2024	DecoderDomain Generalization	CodeCode Available	2	5
Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes	Aug 30, 2024	Deep LearningImage Segmentation	CodeCode Available	2	5
HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation	Jul 3, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5

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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