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 426–450 of 5035 papers

Title	Date	Tasks	Status	Hype
Merging Context Clustering with Visual State Space Models for Medical Image Segmentation	Jan 3, 2025	ClusteringImage Segmentation	CodeCode Available	2
nnY-Net: Swin-NeXt with Cross-Attention for 3D Medical Images Segmentation	Jan 2, 2025	DecoderImage Segmentation	—Unverified	0
Evidential Calibrated Uncertainty-Guided Interactive Segmentation paradigm for Ultrasound Images	Jan 2, 2025	DiagnosticImage Segmentation	—Unverified	0
EffiDec3D: An Optimized Decoder for High-Performance and Efficient 3D Medical Image Segmentation	Jan 1, 2025	DecoderImage Segmentation	CodeCode Available	1
DocSAM: Unified Document Image Segmentation via Query Decomposition and Heterogeneous Mixed Learning	Jan 1, 2025	Document Layout AnalysisImage Segmentation	—Unverified	0
Take the Bull by the Horns: Learning to Segment Hard Samples	Jan 1, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
UNICL-SAM: Uncertainty-Driven In-Context Segmentation with Part Prototype Discovery	Jan 1, 2025	Image SegmentationSegmentation	—Unverified	0
DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation	Jan 1, 2025	Contrastive LearningImage Segmentation	—Unverified	0
CSC-PA: Cross-image Semantic Correlation via Prototype Attentions for Single-network Semi-supervised Breast Tumor Segmentation	Jan 1, 2025	Image SegmentationLesion Segmentation	CodeCode Available	1
The Impact Label Noise and Choice of Threshold has on Cross-Entropy and Soft-Dice in Image Segmentation	Jan 1, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation	Jan 1, 2025	DecoderImage Segmentation	—Unverified	0
A Semantic Knowledge Complementarity based Decoupling Framework for Semi-supervised Class-imbalanced Medical Image Segmentation	Jan 1, 2025	DecoderImage Segmentation	—Unverified	0
beta-FFT: Nonlinear Interpolation and Differentiated Training Strategies for Semi-Supervised Medical Image Segmentation	Jan 1, 2025	DiversityImage Segmentation	—Unverified	0
Convex Combination Star Shape Prior for Data-driven Image Semantic Segmentation	Jan 1, 2025	Image SegmentationSegmentation	—Unverified	0
Higher-Order Ratio Cycles for Fast and Globally Optimal Shape Matching	Jan 1, 2025	GPUImage Segmentation	CodeCode Available	0
Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation	Jan 1, 2025	Contrastive LearningImage Segmentation	—Unverified	0
Scaling up Image Segmentation across Data and Tasks	Jan 1, 2025	DiversityImage Segmentation	—Unverified	0
Towards Continual Universal Segmentation	Jan 1, 2025	Image SegmentationSegmentation	—Unverified	0
Track Any Anomalous Object:A Granular Video Anomaly Detection Pipeline	Jan 1, 2025	Anomaly DetectionAnomaly Localization	—Unverified	0
nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation Benchmark	Jan 1, 2025	BenchmarkingImage Segmentation	CodeCode Available	2
Scale-wise Bidirectional Alignment Network for Referring Remote Sensing Image Segmentation	Jan 1, 2025	feature selectionImage Segmentation	—Unverified	0
Gaussian Building Mesh (GBM): Extract a Building's 3D Mesh with Google Earth and Gaussian Splatting	Dec 31, 2024	Image Segmentationobject-detection	—Unverified	0
Residual Connection Networks in Medical Image Processing: Exploration of ResUnet++ Model Driven by Human Computer Interaction	Dec 30, 2024	DiagnosticImage Segmentation	—Unverified	0
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency Regularization	Dec 30, 2024	Image SegmentationSegmentation	CodeCode Available	0
Dual-Space Augmented Intrinsic-LoRA for Wind Turbine Segmentation	Dec 30, 2024	Image SegmentationSegmentation	—Unverified	0

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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