SOTAVerified

Semantic Segmentation

Papers

Showing 10011025 of 14763 papers

TitleStatusHype
PMT: Progressive Mean Teacher via Exploring Temporal Consistency for Semi-Supervised Medical Image SegmentationCode1
SGSeg: Enabling Text-free Inference in Language-guided Segmentation of Chest X-rays via Self-guidanceCode1
CISCA and CytoDArk0: a Cell Instance Segmentation and Classification method for histo(patho)logical image Analyses and a new, open, Nissl-stained dataset for brain cytoarchitecture studiesCode1
Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationCode1
MouseSIS: A Frames-and-Events Dataset for Space-Time Instance Segmentation of MiceCode1
LowFormer: Hardware Efficient Design for Convolutional Transformer BackbonesCode1
Labeled-to-Unlabeled Distribution Alignment for Partially-Supervised Multi-Organ Medical Image SegmentationCode1
iSeg: An Iterative Refinement-based Framework for Training-free SegmentationCode1
Evaluation Study on SAM 2 for Class-agnostic Instance-level SegmentationCode1
SFA-Net: Semantic Feature Adjustment Network for Remote Sensing Image SegmentationCode1
Change-Aware Siamese Network for Surface Defects Segmentation under Complex BackgroundCode1
SMAFormer: Synergistic Multi-Attention Transformer for Medical Image SegmentationCode1
Stochastic Layer-Wise Shuffle: A Good Practice to Improve Vision Mamba TrainingCode1
Improving Weakly-supervised Video Instance Segmentation by Leveraging Spatio-temporal ConsistencyCode1
LV-UNet: A Lightweight and Vanilla Model for Medical Image SegmentationCode1
LoG-VMamba: Local-Global Vision Mamba for Medical Image SegmentationCode1
Unlocking Attributes' Contribution to Successful Camouflage: A Combined Textual and VisualAnalysis StrategyCode1
Scribbles for All: Benchmarking Scribble Supervised Segmentation Across DatasetsCode1
ISETHDR: A Physics-based Synthetic Radiance Dataset for High Dynamic Range Driving ScenesCode1
Generalized SAM: Efficient Fine-Tuning of SAM for Variable Input Image SizesCode1
NuSegDG: Integration of Heterogeneous Space and Gaussian Kernel for Domain-Generalized Nuclei SegmentationCode1
Subspace Prototype Guidance for Mitigating Class Imbalance in Point Cloud Semantic SegmentationCode1
Dynamic Label Injection for Imbalanced Industrial Defect SegmentationCode1
SAM-UNet:Enhancing Zero-Shot Segmentation of SAM for Universal Medical ImagesCode1
Flemme: A Flexible and Modular Learning Platform for Medical ImagesCode1
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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