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
SegGPT (ViT)	Mean IoU 83.2	SegGPT: Segmenting Everything In Context 2023-04-06	코드 1 · 코드 2 · 코드 3
PGMA-Net (ResNet-101)	Mean IoU 77.6 FB-IoU 86.2	Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond 2023-08-15	연결 없음
PGMA-Net (ResNet-50)	Mean IoU 74.1 FB-IoU 83.5	Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond 2023-08-15	연결 없음
PGMA-Net (ViT-B/16)	Mean IoU 74.1 FB-IoU 82.1	Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond 2023-08-15	연결 없음
GF-SAM (DINOv2)	Mean IoU 72.1	Bridge the Points: Graph-based Few-shot Segment Anything Semantically 2024-10-09	코드 1
HMNet (ResNet-50)	Mean IoU 70.4 FB-IoU 81.6	Hybrid Mamba for Few-Shot Segmentation 2024-09-29	코드 1
AENet (ResNet-50)	Mean IoU 70.3 FB-IoU 81.2	Eliminating Feature Ambiguity for Few-Shot Segmentation 2024-07-13	코드 1
HDMNet (DifFSS, ResNet-50)	Mean IoU 70.2	DifFSS: Diffusion Model for Few-Shot Semantic Segmentation 2023-07-03	코드 1
VAT + MSI (ResNet-101)	Mean IoU 70.1 FB-IoU 82.3	MSI: Maximize Support-Set Information for Few-Shot Segmentation 2022-12-09	코드 1
HDMNet (ResNet-50)	Mean IoU 69.4	Hierarchical Dense Correlation Distillation for Few-Shot Segmentation 2023-03-26	코드 1
DCAMA (Swin-B)	Mean IoU 69.3 FB-IoU 78.5	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
BAM (DifFSS, ResNet-50)	Mean IoU 69.3	DifFSS: Diffusion Model for Few-Shot Semantic Segmentation 2023-07-03	코드 1
MSANet (ResNet-101)	Mean IoU 69.13 FB-IoU 80.38	MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation 2022-06-20	코드 1
DACM (VAT, ResNet-101)	Mean IoU 69.1 FB-IoU 79.4	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
BAM (SVF, ResNet-50)	Mean IoU 68.95 FB-IoU 80.13	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
FPTrans (DeiT-B/16)	Mean IoU 68.8	Feature-Proxy Transformer for Few-Shot Segmentation 2022-10-13	코드 1 · 코드 2
MIANet (ResNet-50)	Mean IoU 68.72 FB-IoU 79.54	MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation 2023-05-23	코드 1
MSANet (ResNet-50)	Mean IoU 68.52 FB-IoU 80.44	MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation 2022-06-20	코드 1
SCCAN (ResNet-101)	Mean IoU 68.3 FB-IoU 78.5	Self-Calibrated Cross Attention Network for Few-Shot Segmentation 2023-08-18	코드 1
PFENet (SVF, ResNet-50)	Mean IoU 68.15 FB-IoU 79.07	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
VAT (ResNet-101)	Mean IoU 67.9 FB-IoU 79.6	Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 2022-07-22	코드 1
BAM (ResNet-50)	Mean IoU 67.81	Learning What Not to Segment: A New Perspective on Few-Shot Segmentation 2022-03-15	코드 1
VAT (HM, ResNet-101)	Mean IoU 67.8 FB-IoU 79.4	HM: Hybrid Masking for Few-Shot Segmentation 2022-03-24	코드 1
MIANet (ResNet-101)	Mean IoU 67.63	MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation 2023-05-23	코드 1
DACM (ResNet-101)	Mean IoU 67.5 FB-IoU 78.9	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
VAT	Mean IoU 67.5	Cost Aggregation Is All You Need for Few-Shot Segmentation 2021-12-22	코드 1 · 코드 2
IPRNet (ResNet-101)	Mean IoU 67.5	Interclass Prototype Relation for Few-Shot Segmentation 2022-11-16	연결 없음
FECANet (ResNet-50)	Mean IoU 67.4 FB-IoU 78.7	FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network 2023-01-19	코드 1
HMNet (VGG-16)	Mean IoU 67.3 FB-IoU 79.2	Hybrid Mamba for Few-Shot Segmentation 2024-09-29	코드 1
MIANet (VGG-16)	Mean IoU 67.10 FB-IoU 79.22	MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation 2023-05-23	코드 1