Papers with Code · CC BY-SA 4.0

PASCAL-5i (5-Shot)

아카이브 평가 96건 · 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
BAM (ResNet-50)	Mean IoU 70.91	Learning What Not to Segment: A New Perspective on Few-Shot Segmentation 2022-03-15	코드 1
VAT (HM, ResNet-101)	Mean IoU 70.9 FB-IoU 81.5	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
DACM (ResNet-50)	Mean IoU 70.9 FB-IoU 81.3	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
IPRNet (ResNet-101)	Mean IoU 70.9	Interclass Prototype Relation for Few-Shot Segmentation 2022-11-16	연결 없음
MSDNet (ResNet-101)	Mean IoU 70.8 FB-IoU 85.0 learnable parameters (million) 1.5	MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping 2024-09-17	코드 1
AENet (VGG-16)	Mean IoU 70.6 FB-IoU 81.8	Eliminating Feature Ambiguity for Few-Shot Segmentation 2024-07-13	코드 1
HSNet (ResNet-101)	Mean IoU 70.4 FB-IoU 80.6 learnable parameters (million) 2.5	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
MSANet (VGG-16)	Mean IoU 70.4 FB-IoU 80.5	MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation 2022-06-20	코드 1
SCCAN (ResNet-50)	Mean IoU 70.3 FB-IoU 81.8	Self-Calibrated Cross Attention Network for Few-Shot Segmentation 2023-08-18	코드 1
IPRNet (ResNet-50)	Mean IoU 70.2	Interclass Prototype Relation for Few-Shot Segmentation 2022-11-16	연결 없음
VAT (ResNet-50)	Mean IoU 70.1 FB-IoU 80.9	Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 2022-07-22	코드 1
MCE (ResNet-50)	Mean IoU 70.03 FB-IoU 81.33	Masked Cross-image Encoding for Few-shot Segmentation 2023-08-22	연결 없음
FECANet (ResNet-50)	Mean IoU 70 FB-IoU 80.7	FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network 2023-01-19	코드 1
PFENet (SVF, VGG-16)	Mean IoU 69.8	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
HSNet (ResNet-50)	Mean IoU 69.5 FB-IoU 80.6 learnable parameters (million) 2.5	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
QCLNet (ResNet-50)	Mean IoU 69.5	Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation 2023-05-12	코드 1
HSNet (HM, ResNet-101)	Mean IoU 69.3 FB-IoU 79.7	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
SSP (ResNet-50)	Mean IoU 69.3	Self-Support Few-Shot Semantic Segmentation 2022-07-23	코드 1
MLC (ResNet-101)	Mean IoU 69.3	Mining Latent Classes for Few-shot Segmentation 2021-03-29	코드 1
HDMNet (VGG-16)	Mean IoU 69.3	Hierarchical Dense Correlation Distillation for Few-Shot Segmentation 2023-03-26	코드 1
IPMT (ResNet-101)	Mean IoU 69.2 FB-IoU 80.3	Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation 2022-10-13	코드 1
BAM (SVF, VGG-16)	Mean IoU 69.11	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
MSDNet (ResNet-50)	Mean IoU 68.7 FB-IoU 82.1 learnable parameters (million) 1.5	MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping 2024-09-17	코드 1
DCAMA (ResNet-50)	Mean IoU 68.5 FB-IoU 79.5	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
SiGCN (ResNet-50)	Mean IoU 68.5 FB-IoU 78.3	Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network 2023-01-09	연결 없음
DCAMA (ResNet-101)	Mean IoU 68.3 FB-IoU 80.8	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
MCE (VGG-16)	Mean IoU 68.21 FB-IoU 78.2	Masked Cross-image Encoding for Few-shot Segmentation 2023-08-22	연결 없음
IPMT (ResNet-50)	Mean IoU 68.2 FB-IoU 81.4	Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation 2022-10-13	코드 1
VAT (HM, ResNet-50)	Mean IoU 68.2 FB-IoU 78.5	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
APANet (ResNet-101)	Mean IoU 68	APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation 2021-11-24	연결 없음