SOTAVerified

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

Showing 16511700 of 5035 papers

TitleStatusHype
Exploring DINO: Emergent Properties and Limitations for Synthetic Aperture Radar Imagery0
Certification of Deep Learning Models for Medical Image SegmentationCode0
Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models0
Joint 2D to 3D image registration workflow for comparing multiple slice photographs and CT scans of apple fruit with internal disorders0
Randomized Dimension Reduction with Statistical Guarantees0
OCU-Net: A Novel U-Net Architecture for Enhanced Oral Cancer Segmentation0
Multi-Prompt Fine-Tuning of Foundation Models for Enhanced Medical Image Segmentation0
Zero-Shot Refinement of Buildings' Segmentation Models using SAMCode1
Extending CAM-based XAI methods for Remote Sensing Imagery SegmentationCode1
Trainable Noise Model as an XAI evaluation method: application on Sobol for remote sensing image segmentationCode1
A quantum segmentation algorithm based on local adaptive threshold for NEQR image0
Quantum Image Segmentation Based on Grayscale Morphology0
Elastic Interaction Energy-Informed Real-Time Traffic Scene Perception0
CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense PredictionCode2
STARS: Zero-shot Sim-to-Real Transfer for Segmentation of Shipwrecks in Sonar Imagery0
A simple thinking about the application of the attention mechanism in medical ultrasound image segmentation taskCode0
Cross-adversarial local distribution regularization for semi-supervised medical image segmentation0
Propagating Semantic Labels in Video Data0
Exploring SAM Ablations for Enhancing Medical Segmentation in Radiology and Pathology0
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable ConvolutionCode1
A Foundation Model for General Moving Object Segmentation in Medical ImagesCode0
Towards Complex-query Referring Image Segmentation: A Novel Benchmark0
nnSAM: Plug-and-play Segment Anything Model Improves nnUNet PerformanceCode2
Photonic Accelerators for Image Segmentation in Autonomous Driving and Defect Detection0
Open Compound Domain Adaptation with Object Style Compensation for Semantic Segmentation0
SA2-Net: Scale-aware Attention Network for Microscopic Image SegmentationCode1
Uncertainty Quantification for Eosinophil Segmentation0
Voting Network for Contour Levee Farmland Segmentation and Classification0
Factorized Diffusion Architectures for Unsupervised Image Generation and Segmentation0
Free Discontinuity Regression: With an Application to the Economic Effects of Internet ShutdownsCode0
Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image SegmentationCode1
CLIP-DIY: CLIP Dense Inference Yields Open-Vocabulary Semantic Segmentation For-FreeCode1
MediViSTA: Medical Video Segmentation via Temporal Fusion SAM Adaptation for EchocardiographyCode1
OneSeg: Self-learning and One-shot Learning based Single-slice Annotation for 3D Medical Image Segmentation0
ClusterFormer: Clustering As A Universal Visual LearnerCode1
Performance Analysis of UNet and Variants for Medical Image Segmentation0
FP-PET: Large Model, Multiple Loss And Focused Practice0
Scalable Semantic 3D Mapping of Coral Reefs with Deep Learning0
SAM-OCTA: A Fine-Tuning Strategy for Applying Foundation Model to OCTA Image Segmentation TasksCode1
Deshadow-Anything: When Segment Anything Model Meets Zero-shot shadow removal0
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-trainingCode0
MoDA: Leveraging Motion Priors from Videos for Advancing Unsupervised Domain Adaptation in Semantic SegmentationCode0
FourierLoss: Shape-Aware Loss Function with Fourier Descriptors0
A Vision-Based Navigation System for Arable Fields0
H²O: Heatmap by Hierarchical OcclusionCode0
More complex encoder is not all you needCode0
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image SegmentationCode1
Multi-grained Temporal Prototype Learning for Few-shot Video Object SegmentationCode0
3D-U-SAM Network For Few-shot Tooth Segmentation in CBCT Images0
A Geometric Flow Approach for Segmentation of Images with Inhomongeneous Intensity and Missing Boundaries0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92Unverified
2HetNetIoU0.83Unverified
3PMDIoU0.82Unverified
4SANetIoU0.8Unverified
5MirrorNetIoU0.79Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73Unverified
2HetNetIoU0.69Unverified
3SANetIoU0.67Unverified
4PMDIoU0.66Unverified
5MirrorNetIoU0.59Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8Unverified
2MAS-SAMmIoU0.79Unverified
3MASNetmIoU0.74Unverified
4ZoomNetmIoU0.74Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8Unverified
2PPSmIoUPartS58.6Unverified
3HIPIE (ResNet-50)mIoUPartS57.2Unverified
4JPPFmIoUPartS54.4Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74Unverified
2SAM2-UNetmIoU0.74Unverified
3MASNetmIoU0.73Unverified
4ZoomNetmIoU0.73Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6Unverified
2OneNete,4-SmAP0.552.75Unverified
3OneNeted,4mIoU14.9Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98Unverified
2PALEDDice0.98Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67Unverified
2UNetIoU0.57Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97Unverified