SOTAVerified

Segmentation

Papers

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Showing 1–50 of 13072 papers

TitleStatusHype
SeC: Advancing Complex Video Object Segmentation via Progressive Concept Construction—0
Unified Medical Image Segmentation with State Space Modeling Snake—0
A Privacy-Preserving Semantic-Segmentation Method Using Domain-Adaptation Technique—0
SCORE: Scene Context Matters in Open-Vocabulary Remote Sensing Instance SegmentationCode0
Deep Learning-Based Fetal Lung Segmentation from Diffusion-weighted MRI Images and Lung Maturity Evaluation for Fetal Growth Restriction—0
Unleashing Vision Foundation Models for Coronary Artery Segmentation: Parallel ViT-CNN Encoding and Variational FusionCode0
DiffOSeg: Omni Medical Image Segmentation via Multi-Expert Collaboration Diffusion ModelCode0
From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation—0
FORTRESS: Function-composition Optimized Real-Time Resilient Structural Segmentation via Kolmogorov-Arnold Enhanced Spatial Attention NetworksCode0
Alleviating Textual Reliance in Medical Language-guided Segmentation via Prototype-driven Semantic ApproximationCode2
Transferring Styles for Reduced Texture Bias and Improved Robustness in Semantic Segmentation Networks—0
A New Dataset and Performance Benchmark for Real-time Spacecraft Segmentation in Onboard Flight ComputersCode0
Memory-Augmented SAM2 for Training-Free Surgical Video Segmentation—0
An Efficient Approach for Muscle Segmentation and 3D Reconstruction Using Keypoint Tracking in MRI Scan—0
Seg-Wild: Interactive Segmentation based on 3D Gaussian Splatting for Unconstrained Image CollectionsCode1
MUVOD: A Novel Multi-view Video Object Segmentation Dataset and A Benchmark for 3D Segmentation—0
LIRA: Inferring Segmentation in Large Multi-modal Models with Local Interleaved Region AssistanceCode0
I^2R: Inter and Intra-image Refinement in Few Shot Segmentation—0
Just Say Better or Worse: A Human-AI Collaborative Framework for Medical Image Segmentation Without Manual Annotations—0
PSAT: Pediatric Segmentation Approaches via Adult Augmentations and Transfer LearningCode0
RSRefSeg 2: Decoupling Referring Remote Sensing Image Segmentation with Foundation ModelsCode1
Beyond Appearance: Geometric Cues for Robust Video Instance Segmentation—0
NRSeg: Noise-Resilient Learning for BEV Semantic Segmentation via Driving World ModelsCode0
Learning Disentangled Stain and Structural Representations for Semi-Supervised Histopathology SegmentationCode0
Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary ModelCode0
ViRefSAM: Visual Reference-Guided Segment Anything Model for Remote Sensing Segmentation—0
No time to train! Training-Free Reference-Based Instance SegmentationCode3
Autoadaptive Medical Segment Anything ModelCode0
Mamba Guided Boundary Prior Matters: A New Perspective for Generalized Polyp SegmentationCode0
NOCTIS: Novel Object Cyclic Threshold based Instance SegmentationCode0
Prompt2SegCXR:Prompt to Segment All Organs and Diseases in Chest X-rays—0
GroundingDINO-US-SAM: Text-Prompted Multi-Organ Segmentation in Ultrasound with LoRA-Tuned Vision-Language Models—0
Diffusion Model-based Data Augmentation Method for Fetal Head Ultrasound Segmentation—0
DC-TTA: Divide-and-Conquer Framework for Test-Time Adaptation of Interactive Segmentation—0
Mask-aware Text-to-Image Retrieval: Referring Expression Segmentation Meets Cross-modal Retrieval—0
Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and GrounderCode1
TASeg: Text-aware RGB-T Semantic Segmentation based on Fine-tuning Vision Foundation Models—0
ProSAM: Enhancing the Robustness of SAM-based Visual Reference Segmentation with Probabilistic Prompts—0
UnMix-NeRF: Spectral Unmixing Meets Neural Radiance FieldsCode1
Seg-R1: Segmentation Can Be Surprisingly Simple with Reinforcement LearningCode2
Segment Anything in Pathology Images with Natural Language—0
TSDASeg: A Two-Stage Model with Direct Alignment for Interactive Point Cloud Segmentation—0
HalluSegBench: Counterfactual Visual Reasoning for Segmentation Hallucination Evaluation—0
HieraSurg: Hierarchy-Aware Diffusion Model for Surgical Video Generation—0
PanSt3R: Multi-view Consistent Panoptic Segmentation—0
SAM4D: Segment Anything in Camera and LiDAR Streams—0
AI-Driven MRI-based Brain Tumour Segmentation Benchmarking—0
Building Lightweight Semantic Segmentation Models for Aerial Images Using Dual Relation Distillation—0
Volumetric segmentation of muscle compartments using in vivo imaging and architectural validation in human finger flexors—0
AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image SegmentationCode0
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All datasetsSA-1B.MFSDMMFloodSimGas

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1unSAM+ (Semi-supervised)Average Precision42.8—Unverified
2SAMAverage Precision38.9—Unverified
#ModelMetricClaimedVerifiedStatus
1HNN10%20—Unverified
#ModelMetricClaimedVerifiedStatus
1ABANetF1 Score96.82—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet50 + DeepLabV3+F1 score0.77—Unverified
#ModelMetricClaimedVerifiedStatus
1LangGasIoU0.69—Unverified