SOTAVerified

Semantic Segmentation

Papers

Showing 10261050 of 14763 papers

TitleStatusHype
MambaMIM: Pre-training Mamba with State Space Token Interpolation and its Application to Medical Image SegmentationCode1
Gradient Alignment Improves Test-Time Adaptation for Medical Image SegmentationCode1
MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic SegmentationCode1
S-SAM: SVD-based Fine-Tuning of Segment Anything Model for Medical Image SegmentationCode1
SAM-FNet: SAM-Guided Fusion Network for Laryngo-Pharyngeal Tumor DetectionCode1
GuidedNet: Semi-Supervised Multi-Organ Segmentation via Labeled Data Guide Unlabeled DataCode1
Path-SAM2: Transfer SAM2 for digital pathology semantic segmentationCode1
Evaluation of Segment Anything Model 2: The Role of SAM2 in the Underwater EnvironmentCode1
Interactive 3D Medical Image Segmentation with SAM 2Code1
NuLite -- Lightweight and Fast Model for Nuclei Instance Segmentation and ClassificationCode1
AMAES: Augmented Masked Autoencoder Pretraining on Public Brain MRI Data for 3D-Native SegmentationCode1
Small Object Few-shot Segmentation for Vision-based Industrial InspectionCode1
3D-GRES: Generalized 3D Referring Expression SegmentationCode1
Background Semantics Matter: Cross-Task Feature Exchange Network for Clustered Infrared Small Target Detection With Sky-Annotated DatasetCode1
Depth-Wise Convolutions in Vision Transformers for Efficient Training on Small DatasetsCode1
CSWin-UNet: Transformer UNet with Cross-Shaped Windows for Medical Image SegmentationCode1
StreamMOS: Streaming Moving Object Segmentation with Multi-View Perception and Dual-Span MemoryCode1
LKCell: Efficient Cell Nuclei Instance Segmentation with Large Convolution KernelsCode1
Embedding-Free Transformer with Inference Spatial Reduction for Efficient Semantic SegmentationCode1
EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified DecoderCode1
Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance ModellingCode1
Diffusion for Out-of-Distribution Detection on Road Scenes and BeyondCode1
MSSPlace: Multi-Sensor Place Recognition with Visual and Text SemanticsCode1
PASSION: Towards Effective Incomplete Multi-Modal Medical Image Segmentation with Imbalanced Missing RatesCode1
Early Preparation Pays Off: New Classifier Pre-tuning for Class Incremental Semantic SegmentationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InternImage-H (M3I Pre-training)Params (M)1,310Unverified
2ViT-P (InternImage-H)Validation mIoU63.6Unverified
3ONE-PEACEValidation mIoU63Unverified
4InternImage-HValidation mIoU62.9Unverified
5M3I Pre-training (InternImage-H)Validation mIoU62.9Unverified
6BEiT-3Validation mIoU62.8Unverified
7EVAValidation mIoU62.3Unverified
8ViT-P (OneFormer, InternImage-H)Validation mIoU61.6Unverified
9ViT-Adapter-L (Mask2Former, BEiTv2 pretrain)Validation mIoU61.5Unverified
10FD-SwinV2-GValidation mIoU61.4Unverified