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 1301–1325 of 5035 papers

Title	Date	Tasks	Status	Score
[MASK] is All You Need	Dec 9, 2024	AllImage Segmentation	CodeCode Available	5
A Fast Fully Octave Convolutional Neural Network for Document Image Segmentation	Apr 3, 2020	Image SegmentationModel Optimization	CodeCode Available	5
MAVNet: an Effective Semantic Segmentation Micro-Network for MAV-based Tasks	Apr 3, 2019	Image SegmentationReal-Time Semantic Segmentation	CodeCode Available	5
MDN: Mamba-Driven Dualstream Network For Medical Hyperspectral Image Segmentation	Feb 24, 2025	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available	5
Segmentation Style Discovery: Application to Skin Lesion Images	Aug 5, 2024	Image SegmentationLesion Segmentation	CodeCode Available	5
Boosting Convolution with Efficient MLP-Permutation for Volumetric Medical Image Segmentation	Mar 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	5
CFR-ICL: Cascade-Forward Refinement with Iterative Click Loss for Interactive Image Segmentation	Mar 9, 2023	Image AugmentationImage Segmentation	CodeCode Available	5
APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical Segmentation	Oct 4, 2022	DecoderImage Segmentation	CodeCode Available	5
A Partial Replication of MaskFormer in TensorFlow on TPUs for the TensorFlow Model Garden	Apr 29, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	5
CFCM: Segmentation via Coarse to Fine Context Memory	Jun 4, 2018	DecoderImage Segmentation	CodeCode Available	5
3D-OOCS: Learning Prostate Segmentation with Inductive Bias	Oct 29, 2021	Edge DetectionImage Segmentation	CodeCode Available	5
Certification of Deep Learning Models for Medical Image Segmentation	Oct 5, 2023	Deep LearningDenoising	CodeCode Available	5
MARVIS: Motion & Geometry Aware Real and Virtual Image Segmentation	Mar 14, 2024	3D ReconstructionAutonomous Navigation	CodeCode Available	5
Central object segmentation by deep learning for fruits and other roundish objects	Aug 4, 2020	Image SegmentationPosition	CodeCode Available	5
Center Smoothing: Certified Robustness for Networks with Structured Outputs	Feb 19, 2021	Adversarial RobustnessDimensionality Reduction	CodeCode Available	5
CE-Net: Context Encoder Network for 2D Medical Image Segmentation	Mar 7, 2019	Cell SegmentationDecoder	CodeCode Available	5
Mask Editor : an Image Annotation Tool for Image Segmentation Tasks	Sep 17, 2018	Image CroppingImage Segmentation	CodeCode Available	5
Anytime, Anywhere, Anyone: Investigating the Feasibility of Segment Anything Model for Crowd-Sourcing Medical Image Annotations	Mar 22, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Cellpose+, a morphological analysis tool for feature extraction of stained cell images	Oct 24, 2024	Cell SegmentationImage Segmentation	CodeCode Available	5
MambaEviScrib: Mamba and Evidence-Guided Consistency Enhance CNN Robustness for Scribble-Based Weakly Supervised Ultrasound Image Segmentation	Sep 28, 2024	Image SegmentationMamba	CodeCode Available	5
CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image Segmentation	May 25, 2025	Image SegmentationLong-range modeling	CodeCode Available	5
Magnifier: A Multi-grained Neural Network-based Architecture for Burned Area Delineation	Apr 28, 2025	Burned Area DelineationDisaster Response	CodeCode Available	5
CBAR‑UNet: A novel methodology for segmentation of cardiac magnetic resonance images using block attention‑based deep residual neural network	May 29, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation	Feb 24, 2025	Computed Tomography (CT)Domain Adaptation	CodeCode Available	5
AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image Segmentation	Jun 25, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	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