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ResearchFormerly WizWand

Interactive Image Segmentation on DAVIS (NoC Thresholds 85, 90, 95)

4.54NoC @ 90% IoUSAM-REF
4.3925.3916.397.389Apr 29, 2024May 18, 2024Jun 6, 2024Jun 25, 2024Jul 14, 2024Aug 2, 2024Aug 21, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SAM-REFTrain data=COCO+LVIS, Backbone=ViT-H*, SPC/s=0.511, Fusion Strategy=Late Fusion2024.084.54—9.1
AdaptiveClickTrain data=COCO+LVIS, Backbone=VIT-H, Fusion Strategy=Early Fusion2024.084.6——
SAM-REFTrain data=COCO+LVIS, Backbone=ViT-B*, SPC/s=0.278, Fusion Strategy=Late Fusion2024.084.75—10.45
FocSAMTrain data=COCO+LVIS, Backbone=VIT-H*, SPC/s=0.467, Fusion Strategy=Late Fusion2024.084.76—10.77
SimpleClickTrain data=COCO+LVIS, Backbone=VIT-H, SPC/s=8.24, Fusion Strategy=Early Fusion2024.084.78—8.88
SAM-REFTrain data=HQSeg-44K, Backbone=ViT-H*, SPC/s=0.511, Fusion Strategy=Late Fusion2024.084.78—9.38
FocalClickTrain data=COCO+LVIS, Backbone=SegFB3-S2384, SPC/s=0.232, Fusion Strategy=Early Fusion2024.084.9—10.4
HQ-SAMTrain data=HQSeg-44K, Backbone=ViT-H*, SPC/s=0.443, Fusion Strategy=Late Fusion2024.085.06—9.65
PseudoClickTrain data=COCO+LVIS, Backbone=HRNet32, Fusion Strategy=Early Fusion2024.085.11——
SAMTrain data=SA-1B, Backbone=ViT-H, SPC/s=0.413, Fusion Strategy=Late Fusion2024.085.19—10
InterFormerTrain data=COCO+LVIS, Backbone=VIT-L, SPC/s=0.271, Fusion Strategy=Late Fusion2024.085.21——
MFPBackbone=ViT-B2024.045.323.9211.27
RITMTrain data=COCO+LVIS, Backbone=HRNet32, Fusion Strategy=Early Fusion2024.085.34—11.52
SimpleClickBackbone=ViT-B2024.045.484.112.24
iCMFormerBackbone=ViT-B2024.045.584.05—
GPCISBackbone=ResNet-502024.045.894.3712.42
InterFormerTrain data=COCO+LVIS, Backbone=VIT-B, SPC/s=0.153, Fusion Strategy=Late Fusion2024.086.19——
FocusCutBackbone=ResNet-1012024.046.224.85—
PseudoClickBackbone=HRNet-182024.046.574.81—
RITMBackbone=HRNet-182024.046.714.9413.87
EMC-ClickBackbone=HRNet-182024.046.715.05—
CDNetBackbone=ResNet-342024.046.89514.24
CDNetTrain data=COCO+LVIS, Backbone=ResNet, Fusion Strategy=Early Fusion2024.087.04——
FocalClickBackbone=SegF-BO2024.047.065.02—
f-BRSBackbone=ResNet-1012024.047.415.04—
F-BRSTrain data=COCO+LVIS, Backbone=ResNet, Fusion Strategy=Early Fusion2024.087.41——
BRSBackbone=DenseNet2024.048.245.58—