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
DCP (ResNet-50)	Mean IoU 67.80	Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation 2022-04-21	코드 1
ProtoFormer (ResNet-50)	Mean IoU 67.4 FB-IoU 77.1	Prototype as Query for Few Shot Semantic Segmentation 2022-11-27	코드 1
HSNet (HM, ResNet-50)	Mean IoU 67.1 FB-IoU 77.7	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
ProtoFormer (ResNet-101)	Mean IoU 67 FB-IoU 76.3	Prototype as Query for Few Shot Semantic Segmentation 2022-11-27	코드 1
MLC (ResNet-50)	Mean IoU 66.8	Mining Latent Classes for Few-shot Segmentation 2021-03-29	코드 1
FECANet (VGG-16)	Mean IoU 66.7 FB-IoU 77.6	FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network 2023-01-19	코드 1
CyCTR (ResNet-101)	Mean IoU 66.6 learnable parameters (million) 15.4	Few-Shot Segmentation via Cycle-Consistent Transformer 2021-06-04	코드 1 · 코드 2
RePRI (ResNet-50)	Mean IoU 66.6	Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need? 2020-12-11	코드 1 · 코드 2
RePRI (CECE-M,ResNet-50)	Mean IoU 66.5	Clustered-patch Element Connection for Few-shot Learning 2023-04-20	코드 1
RePRI (CECE-T,ResNet-50)	Mean IoU 66.2	Clustered-patch Element Connection for Few-shot Learning 2023-04-20	코드 1
APANet (ResNet-50)	Mean IoU 66	APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation 2021-11-24	연결 없음
DACM (VGG-16)	Mean IoU 65.7 FB-IoU 77.8	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
RePRI (ResNet-101)	Mean IoU 65.6	Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need? 2020-12-11	코드 1 · 코드 2
CWT (ResNet-101)	Mean IoU 64.7	Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer 2021-08-06	코드 1
ASGNet (ResNet-101)	Mean IoU 64.36 FB-IoU 75.2	Adaptive Prototype Learning and Allocation for Few-Shot Segmentation 2021-04-05	코드 1 · 코드 2
QCLNet (VGG-16)	Mean IoU 64.2	Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation 2023-05-12	코드 1
HSNet (VGG-16)	Mean IoU 64.1 FB-IoU 76.6	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
ASGNet (ResNet-50)	Mean IoU 63.94 FB-IoU 74.2	Adaptive Prototype Learning and Allocation for Few-Shot Segmentation 2021-04-05	코드 1 · 코드 2
CWT (ResNet-50)	Mean IoU 63.7	Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer 2021-08-06	코드 1
PFENet (SCL, ResNet-50)	Mean IoU 62.9 FB-IoU 72.8	Self-Guided and Cross-Guided Learning for Few-Shot Segmentation 2021-03-30	코드 1
APANet (VGG-16)	Mean IoU 62.6	APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation 2021-11-24	연결 없음
PPNet (ResNet-50)	Mean IoU 62.0 learnable parameters (million) 31.5	Part-aware Prototype Network for Few-shot Semantic Segmentation 2020-07-13	코드 1 · 코드 2
PFENet (ResNet-50)	Mean IoU 61.9 FB-IoU 73.9 learnable parameters (million) 10.3	Prior Guided Feature Enrichment Network for Few-Shot Segmentation 2020-08-04	코드 1 · 코드 2 · 코드 3
PFENet (ResNet-101)	Mean IoU 61.4 FB-IoU 73.5 learnable parameters (million) 10.3	Prior Guided Feature Enrichment Network for Few-Shot Segmentation 2020-08-04	코드 1 · 코드 2 · 코드 3
ASR (ResNet-50)	Mean IoU 60.96	Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation 2021-06-01	코드 1
LTM	Mean IoU 60.6	A New Local Transformation Module for Few-shot Segmentation 2019-10-14	연결 없음
FWB (ResNet-101)	Mean IoU 59.9 learnable parameters (million) 43	Feature Weighting and Boosting for Few-Shot Segmentation 2019-09-28	코드 1
CANet (SCL, ResNet-50)	Mean IoU 59.2 FB-IoU 70.7	Self-Guided and Cross-Guided Learning for Few-Shot Segmentation 2021-03-30	코드 1
PFENet (VGG-16)	Mean IoU 59 FB-IoU 72.3	Prior Guided Feature Enrichment Network for Few-Shot Segmentation 2020-08-04	코드 1 · 코드 2 · 코드 3
PGNet (ResNet-50)	Mean IoU 58.5 learnable parameters (million) 17.2	Pyramid Graph Networks With Connection Attentions for Region-Based One-Shot Semantic Segmentation 2019-10-01	연결 없음