Papers with Code · CC BY-SA 4.0

FSS-1000 (5-shot)

아카이브 평가 22건 · 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 91.7	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
DACM (ResNet-50)	Mean IoU 91.6	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
VAT (ResNet-101)	Mean IoU 90.8 FB-IoU 94.4	Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 2022-07-22	코드 1
VAT (ResNet-50)	Mean IoU 90.7 FB-IoU 94.2	Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 2022-07-22	코드 1
VAT	Mean IoU 90.6	Cost Aggregation Is All You Need for Few-Shot Segmentation 2021-12-22	코드 1 · 코드 2
VAT (HM, ResNet-101)	Mean IoU 90.5	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
DCAMA (Swin-B)	Mean IoU 90.4 FB-IoU 94.1	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
VAT (HM, ResNet-50)	Mean IoU 89.9	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
SegGPT (ViT)	Mean IoU 89.3	SegGPT: Segmenting Everything In Context 2023-04-06	코드 1 · 코드 2 · 코드 3
DCAMA (ResNet-101)	Mean IoU 89.1 FB-IoU 93.1	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
GF-SAM (DINOv2)	Mean IoU 88.9	Bridge the Points: Graph-based Few-shot Segment Anything Semantically 2024-10-09	코드 1
DCAMA (ResNet-50)	Mean IoU 88.8 FB-IoU 92.9	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
SSP	Mean IoU 88.6	Self-Support Few-Shot Semantic Segmentation 2022-07-23	코드 1
HSNet (HM, ResNet-101)	Mean IoU 88.5	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
HSNet (ResNet-101)	Mean IoU 88.5	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
HSNet (HM, ResNet-50)	Mean IoU 88	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
Annotation-free FSS (With Annotation,ResNet-50)	Mean IoU 87.9	Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach 2023-07-26	코드 1
HSNet (ResNet-50)	Mean IoU 87.8	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
Annotation-free FSS (Without Annotation,ResNet-50)	Mean IoU 86.8	Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach 2023-07-26	코드 1
HSNet (VGG-16)	Mean IoU 85.8	Hypercorrelation Squeeze for Few-Shot Segmentation 2021-04-04	코드 1
FSS-1000 (VGG-16)	Mean IoU 80.12	FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation 2019-07-29	코드 1
EfficientLab + PRN	mIoU 84.1	PatchRefineNet: Improving Binary Segmentation by Incorporating Signals from Optimal Patch-wise Binarization 2022-11-12	코드 1