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	Score
Narrowing the semantic gaps in U-Net with learnable skip connections: The case of medical image segmentation	Dec 23, 2023	DecoderImage Segmentation	CodeCode Available	2	5
Boundary-Aware Segmentation Network for Mobile and Web Applications	Jan 12, 2021	Camouflaged Object SegmentationDecoder	CodeCode Available	2	5
nnMamba: 3D Biomedical Image Segmentation, Classification and Landmark Detection with State Space Model	Feb 5, 2024	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	2	5
FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation	Dec 12, 2024	Cross-Domain Few-ShotDomain Generalization	CodeCode Available	2	5
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation	May 9, 2025	Image GenerationImage Segmentation	CodeCode Available	2	5
ESP-MedSAM: Efficient Self-Prompting SAM for Universal Domain-Generalized Medical Image Segmentation	Jul 19, 2024	DecoderImage Segmentation	CodeCode Available	2	5
One Token to Seg Them All: Language Instructed Reasoning Segmentation in Videos	Sep 29, 2024	AllImage Segmentation	CodeCode Available	2	5
CAT-SAM: Conditional Tuning for Few-Shot Adaptation of Segment Anything Model	Feb 6, 2024	DecoderImage Segmentation	CodeCode Available	2	5
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	5
PEM: Prototype-based Efficient MaskFormer for Image Segmentation	Feb 29, 2024	Image SegmentationPanoptic Segmentation	CodeCode Available	2	5
PlantSeg: A Large-Scale In-the-wild Dataset for Plant Disease Segmentation	Sep 6, 2024	Benchmarkingimage-classification	CodeCode Available	2	5
EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image Segmentation	Sep 26, 2024	Image SegmentationMamba	CodeCode Available	2	5
MobileOne: An Improved One millisecond Mobile Backbone	Jun 8, 2022	Efficient Neural NetworkGaze Estimation	CodeCode Available	2	5
FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation	Mar 8, 2024	Federated LearningImage Segmentation	CodeCode Available	2	5
EasyPortrait -- Face Parsing and Portrait Segmentation Dataset	Apr 26, 2023	DiversityDomain Generalization	CodeCode Available	2	5
Diversified and Personalized Multi-rater Medical Image Segmentation	Mar 20, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image Segmentation	Apr 26, 2023	Domain AdaptationDomain Generalization	CodeCode Available	2	5
Robust Semi-supervised Multimodal Medical Image Segmentation via Cross Modality Collaboration	Aug 14, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
RSPrompter: Learning to Prompt for Remote Sensing Instance Segmentation based on Visual Foundation Model	Jun 28, 2023	Image SegmentationInstance Segmentation	CodeCode Available	2	5
EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation	Jul 17, 2023	DecoderImage Segmentation	CodeCode Available	2	5
FocalClick: Towards Practical Interactive Image Segmentation	Apr 6, 2022	Image SegmentationInteractive Segmentation	CodeCode Available	2	5
DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image Segmentation	Jul 13, 2024	DenoisingImage Segmentation	CodeCode Available	2	5
DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion	Mar 9, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
Diffusion models as plug-and-play priors	Jun 17, 2022	Combinatorial OptimizationDenoising	CodeCode Available	2	5
Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation	Jan 15, 2025	Image SegmentationReferring Expression 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