Papers with Code · CC BY-SA 4.0

PASCAL-5i (1-Shot)

아카이브 평가 105건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
QCLNet (ResNet-101)	Mean IoU 67	Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation 2023-05-12	코드 1
ASNet	Mean IoU 66.9	Integrative Few-Shot Learning for Classification and Segmentation 2022-03-29	코드 1
DACM (VAT, ResNet-50)	Mean IoU 66.8 FB-IoU 78.6	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
SCCAN (ResNet-50)	Mean IoU 66.8 FB-IoU 77.7	Self-Calibrated Cross Attention Network for Few-Shot Segmentation 2023-08-18	코드 1
IPMT (ResNet-50)	Mean IoU 66.8 FB-IoU 77.1	Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation 2022-10-13	코드 1
HSNet (HM, ResNet-101)	Mean IoU 66.7 FB-IoU 77.8	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
DPCN	Mean IoU 66.7	Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation 2022-04-22	연결 없음
AENet (VGG-16)	Mean IoU 66.6 FB-IoU 79.0	Eliminating Feature Ambiguity for Few-Shot Segmentation 2024-07-13	코드 1
HSNet (ResNet-101)	Mean IoU 66.2 FB-IoU 77.6 learnable parameters (million) 2.5	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
CyCTR (DifFSS, ResNet-50)	Mean IoU 66.2	DifFSS: Diffusion Model for Few-Shot Semantic Segmentation 2023-07-03	코드 1
IPMT (ResNet-101)	Mean IoU 66.1 FB-IoU 78.5	Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation 2022-10-13	코드 1
MCE (ResNet-50)	Mean IoU 65.93 FB-IoU 78.1	Masked Cross-image Encoding for Few-shot Segmentation 2023-08-22	연결 없음
VAT (HM, ResNet-50)	Mean IoU 65.8 FB-IoU 77.1	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
MSANet (VGG-16)	Mean IoU 65.76 FB-IoU 78.01	MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation 2022-06-20	코드 1
SiGCN (ResNet-101)	Mean IoU 65.7 FB-IoU 78.3	Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network 2023-01-09	연결 없음
DACM (ResNet-50)	Mean IoU 65.7 FB-IoU 77.8	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
IPRNet (ResNet-50)	Mean IoU 65.7	Interclass Prototype Relation for Few-Shot Segmentation 2022-11-16	연결 없음
VAT (ResNet-50)	Mean IoU 65.5 FB-IoU 77.8	Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 2022-07-22	코드 1
SiGCN (ResNet-50)	Mean IoU 65.3 FB-IoU 77.5	Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network 2023-01-09	연결 없음
HDMNet (VGG-16)	Mean IoU 65.1	Hierarchical Dense Correlation Distillation for Few-Shot Segmentation 2023-03-26	코드 1
HSNet (HM, ResNet-50)	Mean IoU 65 FB-IoU 76.5	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
BAM (SVF, VGG-16)	Mean IoU 64.87	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
DGPNet (ResNet-101)	Mean IoU 64.8	Dense Gaussian Processes for Few-Shot Segmentation 2021-10-07	코드 1
MSDNet (ResNet-101)	Mean IoU 64.7 FB-IoU 77.3 learnable parameters (million) 1.5	MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping 2024-09-17	코드 1
FPTrans (ViT-B/16)	Mean IoU 64.7	Feature-Proxy Transformer for Few-Shot Segmentation 2022-10-13	코드 1 · 코드 2
DCAMA (ResNet-50)	Mean IoU 64.6 FB-IoU 75.7	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
SSP (ResNet-101)	Mean IoU 64.6	Self-Support Few-Shot Semantic Segmentation 2022-07-23	코드 1
PFENet (SVF, VGG-16)	Mean IoU 64.33	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
MSDNet (ResNet-50)	Mean IoU 64.3 FB-IoU 77.1 learnable parameters (million) 1.5	MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping 2024-09-17	코드 1
FECANet (VGG-16)	Mean IoU 64.3 FB-IoU 76.2	FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network 2023-01-19	코드 1