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Semantic Segmentation

Papers

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Showing 1001–1050 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
LowFormer: Hardware Efficient Design for Convolutional Transformer BackbonesCode1
MouseSIS: A Frames-and-Events Dataset for Space-Time Instance Segmentation of MiceCode1
iSeg: An Iterative Refinement-based Framework for Training-free SegmentationCode1
Labeled-to-Unlabeled Distribution Alignment for Partially-Supervised Multi-Organ Medical Image 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
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
Scribbles for All: Benchmarking Scribble Supervised Segmentation Across DatasetsCode1
Unlocking Attributes' Contribution to Successful Camouflage: A Combined Textual and VisualAnalysis StrategyCode1
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
SAM-UNet:Enhancing Zero-Shot Segmentation of SAM for Universal Medical ImagesCode1
Dynamic Label Injection for Imbalanced Industrial Defect SegmentationCode1
Flemme: A Flexible and Modular Learning Platform for Medical ImagesCode1
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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All datasetsADE20KNYU-Depth V2Cityscapes testCityscapes valADE20K valPASCAL ContextS3DIS Area5PASCAL VOC 2012 testS3DISScanNetSUN-RGBDDensePASS

Benchmark Results

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