Few Shot Semantic Segmentation On Pascal 5I 1

Métriques

Mean IoU

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	Mean IoU	Paper Title	Repository
RePRI (CECE-T,ResNet-50)	60.5	Clustered-patch Element Connection for Few-shot Learning	-
DGPNet (ResNet-101)	64.8	Dense Gaussian Processes for Few-Shot Segmentation
DCAMA (Swin-B)	69.3	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation
GF-SAM	72.1	Bridge the Points: Graph-based Few-shot Segment Anything Semantically
IPRNet (ResNet-50)	65.7	Interclass Prototype Relation for Few-Shot Segmentation	-
PGNet (ResNet-50)	56.0	Pyramid Graph Networks With Connection Attentions for Region-Based One-Shot Semantic Segmentation	-
IMR-HSNet (ResNet-50)	61.1	Iterative Few-shot Semantic Segmentation from Image Label Text
ASGNet (ResNet-101)	59.31	Adaptive Prototype Learning and Allocation for Few-Shot Segmentation
VAT (HM, ResNet-50)	65.8	HM: Hybrid Masking for Few-Shot Segmentation	-
APANet (ResNet-101)	64	APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation	-
DACM (ResNet-101)	67.5	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation
HDMNet (VGG-16)	65.1	Hierarchical Dense Correlation Distillation for Few-Shot Segmentation
DACM (ResNet-50)	65.7	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation
FECANet (VGG-16)	64.3	FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network
HMNet (VGG-16)	67.3	Hybrid Mamba for Few-Shot Segmentation
PGMA-Net (ResNet-50)	74.1	Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond	-
RePRI (ResNet-50)	59.7	Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?
SegGPT (ViT)	83.2	SegGPT: Segmenting Everything In Context
MIANet (ResNet-50)	68.72	MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation	-
MSDNet (ResNet-101)	64.7	MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping

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