Papers with Code · CC BY-SA 4.0

COCO-20i (1-shot)

아카이브 평가 85건 · 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
HDMNet (VGG-16)	Mean IoU 45.9	Hierarchical Dense Correlation Distillation for Few-Shot Segmentation 2023-03-26	코드 1
ProtoFormer (ResNet-50)	Mean IoU 45.7 FB-IoU 69.6	Prototype as Query for Few Shot Semantic Segmentation 2022-11-27	코드 1
MIANet (VGG-16)	Mean IoU 45.69 FB-IoU 71.01	MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation 2023-05-23	코드 1
IPRNet (ResNet-50)	Mean IoU 45.3	Interclass Prototype Relation for Few-Shot Segmentation 2022-11-16	연결 없음
DGPNet (ResNet-50)	Mean IoU 45	Dense Gaussian Processes for Few-Shot Segmentation 2021-10-07	코드 1
ASNet (HM, ResNet-50)	Mean IoU 44.7 FB-IoU 70.4	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
HSNet (HM, ResNet-50)	Mean IoU 44.3 FB-IoU 70.8	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
MCE (ResNet-50)	Mean IoU 44.22	Masked Cross-image Encoding for Few-shot Segmentation 2023-08-22	연결 없음
BAM (SVF, VGG-16)	Mean IoU 43.76	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
QCLNet (ResNet-101)	Mean IoU 43.6	Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation 2023-05-12	코드 1
BAM (DifFSS, ResNet-50)	Mean IoU 43.6	DifFSS: Diffusion Model for Few-Shot Semantic Segmentation 2023-07-03	코드 1
DCAMA (ResNet-101)	Mean IoU 43.5 FB-IoU 69.9 learnable parameters (million) 47.7	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
DCAMA (ResNet-50)	Mean IoU 43.3 FB-IoU 69.5	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
VAT (HM, ResNet-50)	Mean IoU 43.2 FB-IoU 70	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
ASNet	Mean IoU 43.1	Integrative Few-Shot Learning for Classification and Segmentation 2022-03-29	코드 1
DACM (VAT, ResNet-50)	Mean IoU 43 FB-IoU 69.4	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
IPMT (ResNet-50)	Mean IoU 43	Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation 2022-10-13	코드 1
IPMT (ResNet-101)	Mean IoU 42.6	Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation 2022-10-13	코드 1
IMR-HSNet (ResNet-50)	Mean IoU 42.4	Iterative Few-shot Semantic Segmentation from Image Label Text 2023-03-10	코드 1
QCLNet (ResNet-50)	Mean IoU 42.3	Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation 2023-05-12	코드 1
PFENet (SVF, VGG-16)	Mean IoU 42.24	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
FPTrans (ViT-B/16)	Mean IoU 42	Feature-Proxy Transformer for Few-Shot Segmentation 2022-10-13	코드 1 · 코드 2
SSP (ResNet-101)	Mean IoU 42	Self-Support Few-Shot Semantic Segmentation 2022-07-23	코드 1
APANet (ResNet-101)	Mean IoU 41.9	APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation 2021-11-24	연결 없음
FECANet (ResNet-50)	Mean IoU 41.6 FB-IoU 69.6	FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network 2023-01-19	코드 1
SiGCN (ResNet-50)	Mean IoU 41.4 FB-IoU 62.7	Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network 2023-01-09	연결 없음
DCP (ResNet-50)	Mean IoU 41.39	Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation 2022-04-21	코드 1
VAT (ResNet-101)	Mean IoU 41.3 FB-IoU 68.8	Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 2022-07-22	코드 1
VAT (ResNet-50)	Mean IoU 41.3	Cost Aggregation Is All You Need for Few-Shot Segmentation 2021-12-22	코드 1 · 코드 2
HSNet (ResNet-101)	Mean IoU 41.2 FB-IoU 69.1 learnable parameters (million) 2.5	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1