← Few-Shot Semantic Segmentation

Papers with Code · CC BY-SA 4.0

PASCAL-5i (1-Shot)

아카이브 평가 105건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

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
CWT (ResNet-101)	Mean IoU 58	Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer 2021-08-06	코드 1
CANet (SCL, ResNet-50)	Mean IoU 57.5 FB-IoU 70.3	Self-Guided and Cross-Guided Learning for Few-Shot Segmentation 2021-03-30	코드 1
LTM	Mean IoU 57.0	A New Local Transformation Module for Few-shot Segmentation 2019-10-14	연결 없음
IMR-HSNet (VGG-16)	Mean IoU 56.5	Iterative Few-shot Semantic Segmentation from Image Label Text 2023-03-10	코드 1
CWT (ResNet-50)	Mean IoU 56.4	Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer 2021-08-06	코드 1
RPMM (ResNet-50)	Mean IoU 56.3	Prototype Mixture Models for Few-shot Semantic Segmentation 2020-08-10	코드 1
FWB (ResNet-101)	Mean IoU 56.2	Feature Weighting and Boosting for Few-Shot Segmentation 2019-09-28	코드 1
PGNet (ResNet-50)	Mean IoU 56.0 learnable parameters (million) 17.2	Pyramid Graph Networks With Connection Attentions for Region-Based One-Shot Semantic Segmentation 2019-10-01	연결 없음
ASR (VGG-16)	Mean IoU 55.66	Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation 2021-06-01	코드 1
CANet (ResNet-50)	Mean IoU 55.4	CANet: Class-Agnostic Segmentation Networks with Iterative Refinement and Attentive Few-Shot Learning 2019-03-06	코드 1
FWB (VGG-16)	Mean IoU 51.9	Feature Weighting and Boosting for Few-Shot Segmentation 2019-09-28	코드 1
PPNet (ResNet-50)	Mean IoU 51.5 learnable parameters (million) 31.5	Part-aware Prototype Network for Few-shot Semantic Segmentation 2020-07-13	코드 1 · 코드 2
PANet (VGG-16)	Mean IoU 48.1 FB-IoU 66.5	PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment 2019-08-18	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
SG-One (VGG-16)	Mean IoU 46.3	SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation 2018-10-22	코드 1
DCAMA (ResNet-101)	FB-IoU 77.6	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1