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 31–40 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
RobustSAM: Segment Anything Robustly on Degraded Images	Jun 13, 2024	DeblurringImage Dehazing	CodeCode Available	3	5
Quantifying the robustness of deep multispectral segmentation models against natural perturbations and data poisoning	May 18, 2023	Adversarial RobustnessData Poisoning	CodeCode Available	3	5
Point-SAM: Promptable 3D Segmentation Model for Point Clouds	Jun 25, 2024	Image SegmentationSegmentation	CodeCode Available	3	5
PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360deg	Jan 1, 2023	Image GenerationImage Segmentation	CodeCode Available	3	5
PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model	Mar 21, 2024	DecoderGeneralized Referring Expression 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
MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer	Jan 19, 2023	Image GenerationImage Segmentation	CodeCode Available	3	5
ConceptAttention: Diffusion Transformers Learn Highly Interpretable Features	Feb 6, 2025	Image SegmentationSegmentation	CodeCode Available	3	5
No time to train! Training-Free Reference-Based Instance Segmentation	Jul 3, 2025	Cross-Domain Few-Shot Object DetectionFew-Shot Object Detection	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

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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