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
CyCTR (ResNet-101)	Mean IoU 64.3 learnable parameters (million) 15.4	Few-Shot Segmentation via Cycle-Consistent Transformer 2021-06-04	코드 1 · 코드 2
QCLNet (ResNet-50)	Mean IoU 64.3	Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation 2023-05-12	코드 1
HSNet (ResNet-50)	Mean IoU 64.0 FB-IoU 76.7 learnable parameters (million) 2.5	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
APANet (ResNet-101)	Mean IoU 64	APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation 2021-11-24	연결 없음
MLC (ResNet-101)	Mean IoU 63.8	Mining Latent Classes for Few-shot Segmentation 2021-03-29	코드 1
MLC (ResNet-50)	Mean IoU 63.6	Mining Latent Classes for Few-shot Segmentation 2021-03-29	코드 1
DGPNet (ResNet-50)	Mean IoU 63.5	Dense Gaussian Processes for Few-Shot Segmentation 2021-10-07	코드 1
ProtoFormer (ResNet-101)	Mean IoU 63.2 FB-IoU 72.6	Prototype as Query for Few Shot Semantic Segmentation 2022-11-27	코드 1
ProtoFormer (ResNet-50)	Mean IoU 63.1 FB-IoU 72.6	Prototype as Query for Few Shot Semantic Segmentation 2022-11-27	코드 1
APANet (ResNet-50)	Mean IoU 63	APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation 2021-11-24	연결 없음
MCE (VGG-16)	Mean IoU 62.87 FB-IoU 74.51	Masked Cross-image Encoding for Few-shot Segmentation 2023-08-22	연결 없음
DCP (ResNet-50)	Mean IoU 62.80	Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation 2022-04-21	코드 1
DACM (VGG-16)	Mean IoU 61.8 FB-IoU 75.5	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
PFENet (SCL, ResNet-50)	Mean IoU 61.8 FB-IoU 71.9	Self-Guided and Cross-Guided Learning for Few-Shot Segmentation 2021-03-30	코드 1
SSP (ResNet-50)	Mean IoU 61.4	Self-Support Few-Shot Semantic Segmentation 2022-07-23	코드 1
IMR-HSNet (ResNet-50)	Mean IoU 61.1	Iterative Few-shot Semantic Segmentation from Image Label Text 2023-03-10	코드 1
SiGCN (VGG-16)	Mean IoU 60.8 FB-IoU 73.5	Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network 2023-01-09	연결 없음
PFENet (ResNet-50)	Mean IoU 60.8 FB-IoU 73.3 learnable parameters (million) 10.3	Prior Guided Feature Enrichment Network for Few-Shot Segmentation 2020-08-04	코드 1 · 코드 2 · 코드 3
QCLNet (VGG-16)	Mean IoU 60.6	Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation 2023-05-12	코드 1
RePRI (CECE-T,ResNet-50)	Mean IoU 60.5	Clustered-patch Element Connection for Few-shot Learning 2023-04-20	코드 1
RePRI (CECE-M,ResNet-50)	Mean IoU 60.4	Clustered-patch Element Connection for Few-shot Learning 2023-04-20	코드 1
PFENet (ResNet-101)	Mean IoU 60.1 FB-IoU 72.9 learnable parameters (million) 10.3	Prior Guided Feature Enrichment Network for Few-Shot Segmentation 2020-08-04	코드 1 · 코드 2 · 코드 3
HSNet (VGG-16)	Mean IoU 59.7 FB-IoU 73.4	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
RePRI (ResNet-50)	Mean IoU 59.7	Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need? 2020-12-11	코드 1 · 코드 2
RePRI (ResNet-101)	Mean IoU 59.4	Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need? 2020-12-11	코드 1 · 코드 2
ASGNet (ResNet-101)	Mean IoU 59.31 FB-IoU 71.7	Adaptive Prototype Learning and Allocation for Few-Shot Segmentation 2021-04-05	코드 1 · 코드 2
ASGNet (ResNet-50)	Mean IoU 59.29 FB-IoU 69.2	Adaptive Prototype Learning and Allocation for Few-Shot Segmentation 2021-04-05	코드 1 · 코드 2
APANet (VGG-16)	Mean IoU 59	APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation 2021-11-24	연결 없음
ASR (ResNet-50)	Mean IoU 58.16	Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation 2021-06-01	코드 1
PFENet (VGG-16)	Mean IoU 58 FB-IoU 72	Prior Guided Feature Enrichment Network for Few-Shot Segmentation 2020-08-04	코드 1 · 코드 2 · 코드 3