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 501550 of 5035 papers

TitleStatusHype
Rethinking Dual-Stream Super-Resolution Semantic Learning in Medical Image SegmentationCode1
Cross-head mutual Mean-Teaching for semi-supervised medical image segmentationCode1
Zero-Shot Refinement of Buildings' Segmentation Models using SAMCode1
Trainable Noise Model as an XAI evaluation method: application on Sobol for remote sensing image segmentationCode1
Extending CAM-based XAI methods for Remote Sensing Imagery SegmentationCode1
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable ConvolutionCode1
SA2-Net: Scale-aware Attention Network for Microscopic Image SegmentationCode1
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
ClusterFormer: Clustering As A Universal Visual LearnerCode1
SAM-OCTA: A Fine-Tuning Strategy for Applying Foundation Model to OCTA Image Segmentation TasksCode1
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image SegmentationCode1
UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image SegmentationCode1
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image SegmentationCode1
NISF: Neural Implicit Segmentation FunctionsCode1
URA*: Uncertainty-aware Path Planning using Image-based Aerial-to-Ground Traversability Estimation for Off-road EnvironmentsCode1
Deep evidential fusion with uncertainty quantification and contextual discounting for multimodal medical image segmentationCode1
Divergences in Color Perception between Deep Neural Networks and HumansCode1
Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical TransformerCode1
ConvFormer: Plug-and-Play CNN-Style Transformers for Improving Medical Image SegmentationCode1
SAM3D: Segment Anything Model in Volumetric Medical ImagesCode1
M3D-NCA: Robust 3D Segmentation with Built-in Quality ControlCode1
GenSelfDiff-HIS: Generative Self-Supervision Using Diffusion for Histopathological Image SegmentationCode1
Contrastive Grouping with Transformer for Referring Image SegmentationCode1
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-LearningCode1
Self-supervised Semantic Segmentation: Consistency over TransformationCode1
Ref-Diff: Zero-shot Referring Image Segmentation with Generative ModelsCode1
A Recycling Training Strategy for Medical Image Segmentation with Diffusion Denoising ModelsCode1
Shatter and Gather: Learning Referring Image Segmentation with Text SupervisionCode1
Referring Image Segmentation Using Text SupervisionCode1
Beyond One-to-One: Rethinking the Referring Image SegmentationCode1
Transfer Learning for Microstructure Segmentation with CS-UNet: A Hybrid Algorithm with Transformer and CNN EncodersCode1
SamDSK: Combining Segment Anything Model with Domain-Specific Knowledge for Semi-Supervised Learning in Medical Image SegmentationCode1
Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in TransformersCode1
ACC-UNet: A Completely Convolutional UNet model for the 2020sCode1
SPPNet: A Single-Point Prompt Network for Nuclei Image SegmentationCode1
Rethinking Data Perturbation and Model Stabilization for Semi-supervised Medical Image SegmentationCode1
BHSD: A 3D Multi-Class Brain Hemorrhage Segmentation DatasetCode1
False Negative/Positive Control for SAM on Noisy Medical ImagesCode1
SurgicalSAM: Efficient Class Promptable Surgical Instrument SegmentationCode1
Self-Prompting Large Vision Models for Few-Shot Medical Image SegmentationCode1
Exploring Transfer Learning in Medical Image Segmentation using Vision-Language ModelsCode1
Context-Aware Pseudo-Label Refinement for Source-Free Domain Adaptive Fundus Image SegmentationCode1
A One Stop 3D Target Reconstruction and multilevel Segmentation MethodCode1
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?Code1
FoodSAM: Any Food SegmentationCode1
Unsupervised Camouflaged Object Segmentation as Domain AdaptationCode1
FracAtlas: A Dataset for Fracture Classification, Localization and Segmentation of Musculoskeletal RadiographsCode1
Point2Mask: Point-supervised Panoptic Segmentation via Optimal TransportCode1
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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