Papers with Code · CC BY-SA 4.0

COCO-20i (5-shot)

아카이브 평가 81건 · 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
SegGPT (ViT)	Mean IoU 67.9	SegGPT: Segmenting Everything In Context 2023-04-06	코드 1 · 코드 2 · 코드 3
GF-SAM (DINOv2)	Mean IoU 66.8	Bridge the Points: Graph-based Few-shot Segment Anything Semantically 2024-10-09	코드 1
PGMA-Net (ResNet-101)	Mean IoU 61.8 FB-IoU 79.4	Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond 2023-08-15	연결 없음
Matcher(DINOv2)	Mean IoU 60.7	Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching 2023-05-22	코드 1
DiffewS(SD2.1)	Mean IoU 60.7	Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation 2024-10-03	코드 1
HMNet (ResNet-50)	Mean IoU 58.9 FB-IoU 77.6	Hybrid Mamba for Few-Shot Segmentation 2024-09-29	코드 1
FPTrans (DeiT-B/16)	Mean IoU 58.9	Feature-Proxy Transformer for Few-Shot Segmentation 2022-10-13	코드 1 · 코드 2
DCAMA (Swin-B)	Mean IoU 58.3 FB-IoU 76.9	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
DGPNet (ResNet-101)	Mean IoU 57.9	Dense Gaussian Processes for Few-Shot Segmentation 2021-10-07	코드 1
AENet (ResNet-50)	Mean IoU 57.1 FB-IoU 78.5	Eliminating Feature Ambiguity for Few-Shot Segmentation 2024-07-13	코드 1
PGMA-Net (ResNet-50)	Mean IoU 57.1 FB-IoU 76.7	Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond 2023-08-15	연결 없음
SCCAN (ResNet-101)	Mean IoU 57 FB-IoU 74.8	Self-Calibrated Cross Attention Network for Few-Shot Segmentation 2023-08-18	코드 1
MSANet (ResNet-101)	Mean IoU 56.3 FB-IoU 56.8	MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation 2022-06-20	코드 1
DGPNet (ResNet-50)	Mean IoU 56.2	Dense Gaussian Processes for Few-Shot Segmentation 2021-10-07	코드 1
HDMNet (ResNet-50)	Mean IoU 56 FB-IoU 77.7	Hierarchical Dense Correlation Distillation for Few-Shot Segmentation 2023-03-26	코드 1
MSDNet (ResNet-101)	Mean IoU 55.3 FB-IoU 75.1 learnable parameters (million) 1.5	MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping 2024-09-17	코드 1
ProtoFormer (ResNet-101)	Mean IoU 54.7 FB-IoU 74.6	Prototype as Query for Few Shot Semantic Segmentation 2022-11-27	코드 1
HMNet (VGG-16)	Mean IoU 54.5 FB-IoU 75.5	Hybrid Mamba for Few-Shot Segmentation 2024-09-29	코드 1
MSDNet (ResNet-50)	Mean IoU 54.5 FB-IoU 74.5 learnable parameters (million) 1.5	MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping 2024-09-17	코드 1
PFENet (SVF, ResNet-50)	Mean IoU 54.38	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
SCCAN (ResNet-50)	Mean IoU 53.9 FB-IoU 74.2	Self-Calibrated Cross Attention Network for Few-Shot Segmentation 2023-08-18	코드 1
BAM (SVF, ResNet-50)	Mean IoU 53.87	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
FPTrans (ViT-B/16)	Mean IoU 53.8	Feature-Proxy Transformer for Few-Shot Segmentation 2022-10-13	코드 1 · 코드 2
ProtoFormer (ResNet-50)	Mean IoU 53.4 FB-IoU 73.3	Prototype as Query for Few Shot Semantic Segmentation 2022-11-27	코드 1
IPRNet (ResNet-101)	Mean IoU 53.3	Interclass Prototype Relation for Few-Shot Segmentation 2022-11-16	연결 없음
AENet (VGG-16)	Mean IoU 52.8 FB-IoU 74.3	Eliminating Feature Ambiguity for Few-Shot Segmentation 2024-07-13	코드 1
HDMNet (VGG-16)	Mean IoU 52.4	Hierarchical Dense Correlation Distillation for Few-Shot Segmentation 2023-03-26	코드 1
DCAMA (ResNet-101)	Mean IoU 51.9 FB-IoU 73.3 learnable parameters (million) 47.7	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
QCLNet (ResNet-101)	Mean IoU 51.9	Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation 2023-05-12	코드 1
MIANet (ResNet-50)	Mean IoU 51.65 FB-IoU 73.13	MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation 2023-05-23	코드 1