Papers with Code · CC BY-SA 4.0

COCO-20i (5-shot)

아카이브 평가 81건 · 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 51.16 learnable parameters (million) 26.7	Learning What Not to Segment: A New Perspective on Few-Shot Segmentation 2022-03-15	코드 1
IPRNet (ResNet-50)	Mean IoU 51.1	Interclass Prototype Relation for Few-Shot Segmentation 2022-11-16	연결 없음
MCE (ResNet-50)	Mean IoU 51.04	Masked Cross-image Encoding for Few-shot Segmentation 2023-08-22	연결 없음
MIANet (VGG-16)	Mean IoU 51.03 FB-IoU 73.81	MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation 2023-05-23	코드 1
ASNet (HM, ResNet-101)	Mean IoU 50.6 FB-IoU 73.3	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
HSNet (HM, ResNet-101)	Mean IoU 50.6 FB-IoU 72.9	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
MSANet (ResNet-50)	Mean IoU 50.47 FB-IoU 53.67	MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation 2022-06-20	코드 1
SSP (ResNet-101)	Mean IoU 50.2	Self-Support Few-Shot Semantic Segmentation 2022-07-23	코드 1
QCLNet (ResNet-50)	Mean IoU 50	Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation 2023-05-12	코드 1
HSNet (ResNet-101)	Mean IoU 49.5 FB-IoU 72.4 learnable parameters (million) 2.5	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
ASNet	Mean IoU 49.5	Integrative Few-Shot Learning for Classification and Segmentation 2022-03-29	코드 1
PFENet (SVF, VGG-16)	Mean IoU 49.49	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
HSNet (HM, ResNet-50)	Mean IoU 49.4 FB-IoU 72.2	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
DACM (VAT, ResNet-50)	Mean IoU 49.2 FB-IoU 72.9	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
BAM (SVF, VGG-16)	Mean IoU 49.07	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
ASNet (HM, ResNet-50)	Mean IoU 48.4 FB-IoU 72.2	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
VAT (HM, ResNet-50)	Mean IoU 48.3 FB-IoU 71.8	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
DCAMA (ResNet-50)	Mean IoU 48.3 FB-IoU 71.7 learnable parameters (million) 47.7	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
DACM (ResNet-50)	Mean IoU 48.1 FB-IoU 71.6	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
SiGCN (ResNet-50)	Mean IoU 48 FB-IoU 66.2	Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network 2023-01-09	연결 없음
VAT (ResNet-101)	Mean IoU 47.9 FB-IoU 72.4	Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 2022-07-22	코드 1
VAT (ResNet-50)	Mean IoU 47.9	Cost Aggregation Is All You Need for Few-Shot Segmentation 2021-12-22	코드 1 · 코드 2
IPMT (ResNet-101)	Mean IoU 47.9	Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation 2022-10-13	코드 1
FECANet (ResNet-50)	Mean IoU 47.6 FB-IoU 71.1	FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network 2023-01-19	코드 1
IPMT (ResNet-50)	Mean IoU 47.5	Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation 2022-10-13	코드 1
HSNet (ResNet-50)	Mean IoU 46.9 FB-IoU 70.7 learnable parameters (million) 2.5	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
RePRI (CECE-M,ResNet-50)	Mean IoU 46.9	Clustered-patch Element Connection for Few-shot Learning 2023-04-20	코드 1
RePRI (CECE-T,ResNet-50)	Mean IoU 46.7	Clustered-patch Element Connection for Few-shot Learning 2023-04-20	코드 1
DCP (ResNet-50)	Mean IoU 46.48	Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation 2022-04-21	코드 1
APANet (ResNet-101)	Mean IoU 46.4	APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation 2021-11-24	연결 없음