Papers with Code · CC BY-SA 4.0

PASCAL-5i (5-Shot)

아카이브 평가 96건 · 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 89.8	SegGPT: Segmenting Everything In Context 2023-04-06	코드 1 · 코드 2 · 코드 3
GF-SAM (DINOv2)	Mean IoU 82.6	Bridge the Points: Graph-based Few-shot Segment Anything Semantically 2024-10-09	코드 1
PGMA-Net (ResNet-101)	Mean IoU 78.6 FB-IoU 86.9	Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond 2023-08-15	연결 없음
FPTrans (DeiT-B/16)	Mean IoU 78	Feature-Proxy Transformer for Few-Shot Segmentation 2022-10-13	코드 1 · 코드 2
DGPNet (ResNet-101)	Mean IoU 75.4	Dense Gaussian Processes for Few-Shot Segmentation 2021-10-07	코드 1
PGMA-Net (ResNet-50)	Mean IoU 75.2 FB-IoU 84.2	Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond 2023-08-15	연결 없음
DCAMA (Swin-B)	Mean IoU 74.9 FB-IoU 82.9	Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 2022-07-18	코드 1
PGMA-Net (ViT-B/16)	Mean IoU 74.6 FB-IoU 82.5	Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond 2023-08-15	연결 없음
AENet (ResNet-50)	Mean IoU 74.2 FB-IoU 84.5	Eliminating Feature Ambiguity for Few-Shot Segmentation 2024-07-13	코드 1
HMNet (ResNet-50)	Mean IoU 74.1 FB-IoU 84.4	Hybrid Mamba for Few-Shot Segmentation 2024-09-29	코드 1
MSANet (ResNet-101)	Mean IoU 73.99 FB-IoU 84.3	MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation 2022-06-20	코드 1
FPTrans (ViT-B/16)	Mean IoU 73.7	Feature-Proxy Transformer for Few-Shot Segmentation 2022-10-13	코드 1 · 코드 2
DGPNet (ResNet-50)	Mean IoU 73.5	Dense Gaussian Processes for Few-Shot Segmentation 2021-10-07	코드 1
DACM (VAT, ResNet-101)	Mean IoU 73.3 FB-IoU 83.1	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
SSP (ResNet-101)	Mean IoU 73.1	Self-Support Few-Shot Semantic Segmentation 2022-07-23	코드 1
MSANet (ResNet-50)	Mean IoU 72.6 FB-IoU 83.23	MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation 2022-06-20	코드 1
MSHNet	Mean IoU 72.3	Multi-similarity based Hyperrelation Network for few-shot segmentation 2022-03-17	코드 1
BAM (SVF, ResNet-50)	Mean IoU 72.28 FB-IoU 83.17	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
VAT (ResNet-101)	Mean IoU 72 FB-IoU 83.2	Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 2022-07-22	코드 1
MIANet (VGG-16)	Mean IoU 71.99 FB-IoU 82.69	MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation 2023-05-23	코드 1
PFENet (SVF, ResNet-50)	Mean IoU 71.82 FB-IoU 82.77	Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning 2022-06-13	코드 1
HDMNet (ResNet-50)	Mean IoU 71.8	Hierarchical Dense Correlation Distillation for Few-Shot Segmentation 2023-03-26	코드 1
DACM (VAT, ResNet-50)	Mean IoU 71.7 FB-IoU 81.7	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
VAT	Mean IoU 71.6	Cost Aggregation Is All You Need for Few-Shot Segmentation 2021-12-22	코드 1 · 코드 2
MIANet (ResNet-50)	Mean IoU 71.59 FB-IoU 82.2	MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation 2023-05-23	코드 1
SCCAN (ResNet-101)	Mean IoU 71.5 FB-IoU 82.1	Self-Calibrated Cross Attention Network for Few-Shot Segmentation 2023-08-18	코드 1
DACM (ResNet-101)	Mean IoU 71.4 FB-IoU 81.5	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation 2022-07-30	코드 1
QCLNet (ResNet-101)	Mean IoU 71.2	Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation 2023-05-12	코드 1
HMNet (VGG-16)	Mean IoU 71.1 FB-IoU 82.6	Hybrid Mamba for Few-Shot Segmentation 2024-09-29	코드 1
ASNet	Mean IoU 71.1	Integrative Few-Shot Learning for Classification and Segmentation 2022-03-29	코드 1