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 51–75 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model	Mar 21, 2024	DecoderGeneralized Referring Expression Segmentation	CodeCode Available	3	5
UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation	Mar 29, 2024	Image SegmentationLesion Segmentation	CodeCode Available	3	5
Generalized Decoding for Pixel, Image, and Language	Dec 21, 2022	DecoderImage Segmentation	CodeCode Available	3	5
UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation	Apr 1, 2022	Brain Tumor SegmentationImage Segmentation	CodeCode Available	3	5
RobustSAM: Segment Anything Robustly on Degraded Images	Jun 13, 2024	DeblurringImage Dehazing	CodeCode Available	3	5
PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360deg	Jan 1, 2023	Image GenerationImage Segmentation	CodeCode Available	3	5
ConceptAttention: Diffusion Transformers Learn Highly Interpretable Features	Feb 6, 2025	Image SegmentationSegmentation	CodeCode Available	3	5
MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer	Jan 19, 2023	Image GenerationImage Segmentation	CodeCode Available	3	5
Point-SAM: Promptable 3D Segmentation Model for Point Clouds	Jun 25, 2024	Image SegmentationSegmentation	CodeCode Available	3	5
MA-Net: A Multi-Scale Attention Network for Liver and Tumor Segmentation	Sep 21, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	3	5
PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360^	Mar 23, 2023	Image GenerationImage Segmentation	CodeCode Available	3	5
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks?	Jan 20, 2025	Computed Tomography (CT)GPU	CodeCode Available	3	5
Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation	Apr 25, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	3	5
A Short Review and Evaluation of SAM2's Performance in 3D CT Image Segmentation	Aug 20, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	3	5
Breaking reCAPTCHAv2	Sep 13, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	3	5
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation	Mar 8, 2024	Image SegmentationMamba	CodeCode Available	3	5
MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model	Nov 1, 2022	Anomaly DetectionBrain Tumor Segmentation	CodeCode Available	3	5
SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation	Aug 16, 2024	Image SegmentationMarine Animal Segmentation	CodeCode Available	3	5
SVGDreamer++: Advancing Editability and Diversity in Text-Guided SVG Generation	Nov 26, 2024	DiversityImage Segmentation	CodeCode Available	3	5
MobileOne: An Improved One millisecond Mobile Backbone	Jun 8, 2022	Efficient Neural NetworkGaze Estimation	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
HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation	Aug 21, 2024	Image SegmentationMamba	CodeCode Available	2	5
3DSAM-adapter: Holistic adaptation of SAM from 2D to 3D for promptable tumor segmentation	Jun 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
Image Segmentation in Foundation Model Era: A Survey	Aug 23, 2024	Image SegmentationInstance Segmentation	CodeCode Available	2	5
Hierarchical Open-vocabulary Universal Image Segmentation	Jul 3, 2023	Image ComprehensionImage 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