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المنصة
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SOTA
التمييز الدلالي بقليل من العينات
Few Shot Semantic Segmentation On Fss 1000 1
Few Shot Semantic Segmentation On Fss 1000 1
المقاييس
Mean IoU
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Mean IoU
Paper Title
DACM (ResNet-101)
90.8
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation
DACM (ResNet-50)
90.7
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation
VAT + MSI (ResNet-101)
90.6
MSI: Maximize Support-Set Information for Few-Shot Segmentation
VAT (ResNet-101)
90.3
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation
VAT (HM, ResNet-101)
90.2
HM: Hybrid Masking for Few-Shot Segmentation
DCAMA (Swin-B)
90.1
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation
VAT (ResNet-50)
90.1
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation
VAT
90.0
Cost Aggregation Is All You Need for Few-Shot Segmentation
VAT (HM, ResNet-50)
89.4
HM: Hybrid Masking for Few-Shot Segmentation
DCAMA (DifFSS, ResNet-50)
88.4
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation
DCAMA (ResNet-101)
88.3
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation
DCAMA (ResNet-50)
88.2
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation
GF-SAM
88
Bridge the Points: Graph-based Few-shot Segment Anything Semantically
HSNet (HM, ResNet-101)
87.8
HM: Hybrid Masking for Few-Shot Segmentation
SSP
87.3
Self-Support Few-Shot Semantic Segmentation
HSNet (HM, ResNet-50)
87.1
HM: Hybrid Masking for Few-Shot Segmentation
HSNet (ResNet-101)
86.5
Hypercorrelation Squeeze for Few-Shot Segmentation
HSNet (DifFSS, ResNet-50)
86.2
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation
Annotation-free FSS (With Annotation,ResNet-50)
85.7
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach
SegGPT (ViT)
85.6
SegGPT: Segmenting Everything In Context
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