SOTAVerified

Few-Shot Semantic Segmentation

Few-shot semantic segmentation (FSS) learns to segment target objects in query image given few pixel-wise annotated support image.

Papers

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Showing 1–10 of 168 papers

TitleStatusHype
Adapter Naturally Serves as Decoupler for Cross-Domain Few-Shot Semantic Segmentation—0
DINOv2-powered Few-Shot Semantic Segmentation: A Unified Framework via Cross-Model Distillation and 4D Correlation Mining—0
FSSUWNet: Mitigating the Fragility of Pre-trained Models with Feature Enhancement for Few-Shot Semantic Segmentation in Underwater ImagesCode0
Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation ModelsCode0
AdaSemSeg: An Adaptive Few-shot Semantic Segmentation of Seismic Facies—0
Overcoming Support Dilution for Robust Few-shot Semantic Segmentation—0
Few-shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural NetworksCode1
DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation—0
AFANet: Adaptive Frequency-Aware Network for Weakly-Supervised Few-Shot Semantic SegmentationCode1
Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge TransferCode0
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All datasetsPASCAL-5i (1-Shot)PASCAL-5i (5-Shot)COCO-20i (1-shot)COCO-20i (5-shot)FSS-1000 (1-shot)FSS-1000 (5-shot)COCO-20i -> Pascal VOC (1-shot)COCO-20i -> Pascal VOC (5-shot)COCO-20i (2-way 1-shot)COCO-20i (10-shot)PASCAL-5i (10-Shot)FSS-1000

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Label Anything (Vit-B/16-SAM)mIoU34.6—Unverified
2Label Anything (ViT-B/16-MAE)mIoU31.9—Unverified
3DCAMA (Swin-B)mIoU31.7—Unverified
4MFNet (ResNet-50)mIoU24.1—Unverified
5PPNet (ResNet-50)mIoU20.4—Unverified
6PANet (ResNet-50)mIoU18—Unverified