Papers with Code · CC BY-SA 4.0

FSS-1000 (1-shot)

아카이브 평가 24건 · 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
DACM (ResNet-101)	Mean IoU 90.8	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
DACM (ResNet-50)	Mean IoU 90.7	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
VAT + MSI (ResNet-101)	Mean IoU 90.6	MSI: Maximize Support-Set Information for Few-Shot Segmentation 2022-12-09	코드 1
VAT (ResNet-101)	Mean IoU 90.3 FB-IoU 94	Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 2022-07-22	코드 1
VAT (HM, ResNet-101)	Mean IoU 90.2	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
VAT (ResNet-50)	Mean IoU 90.1 FB-IoU 93.8	Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 2022-07-22	코드 1
DCAMA (Swin-B)	Mean IoU 90.1 FB-IoU 93.8	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
VAT	Mean IoU 90.0	Cost Aggregation Is All You Need for Few-Shot Segmentation 2021-12-22	코드 1 · 코드 2
VAT (HM, ResNet-50)	Mean IoU 89.4	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
DCAMA (DifFSS, ResNet-50)	Mean IoU 88.4	DifFSS: Diffusion Model for Few-Shot Semantic Segmentation 2023-07-03	코드 1
DCAMA (ResNet-101)	Mean IoU 88.3 FB-IoU 92.4	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
DCAMA (ResNet-50)	Mean IoU 88.2 FB-IoU 92.5	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
GF-SAM (DINOv2)	Mean IoU 88	Bridge the Points: Graph-based Few-shot Segment Anything Semantically 2024-10-09	코드 1
HSNet (HM, ResNet-101)	Mean IoU 87.8	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
SSP	Mean IoU 87.3	Self-Support Few-Shot Semantic Segmentation 2022-07-23	코드 1
HSNet (HM, ResNet-50)	Mean IoU 87.1	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
HSNet (ResNet-101)	Mean IoU 86.5	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
HSNet (DifFSS, ResNet-50)	Mean IoU 86.2	DifFSS: Diffusion Model for Few-Shot Semantic Segmentation 2023-07-03	코드 1
Annotation-free FSS (With Annotation,ResNet-50)	Mean IoU 85.7	Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach 2023-07-26	코드 1
SegGPT (ViT)	Mean IoU 85.6	SegGPT: Segmenting Everything In Context 2023-04-06	코드 1 · 코드 2 · 코드 3
HSNet (ResNet-50)	Mean IoU 85.5	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
Annotation-free FSS (Without Annotation,ResNet-50)	Mean IoU 85	Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach 2023-07-26	코드 1
HSNet (VGG-16)	Mean IoU 82.3	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
FSS-1000 (VGG-16)	Mean IoU 73.47	FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation 2019-07-29	코드 1