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ResearchFormerly WizWand

Group Activity Detection on Cafe (Split-by-View)

19.67Group mAP@1.0VLCMTN
6.02529.567613.1116.6524Aug 11, 2025
Updated 5mo ago

Evaluation results

MethodLinks
VLCMTNBackbone=SAM, Full FT=false, Trainable Param(M)=∼ 24*2025.0819.6741.0668.29
Practical GADBackbone=ResNet-18, Full FT=true, Trainable Param(M)=22.772025.0818.8437.5367.64
ProGraD (Decoder + Prompts)Backbone=DINOv2, Full FT=false, Trainable Param(M)=10.742025.0816.8543.4270.42
ProGraD (Decoder + Adapter)Backbone=DINOv2, Full FT=false, Trainable Param(M)=11.872025.0816.1742.6768.56
ProGraD (Decoder Only)Backbone=DINOv2, Full FT=false, Trainable Param(M)=10.682025.0815.8841.5868.55
JRDB-baseBackbone=I3D, Full FT=true, Trainable Param(M)=∼16*2025.0815.4334.8160.43
JointBackbone=I3D, Full FT=true, Trainable Param(M)=∼17*2025.0814.0536.0860.09
ARGBackbone=Inception-v3, Full FT=true, Trainable Param(M)=∼52*2025.0811.0334.556.61
HGCBackbone=I3D, Full FT=true, Trainable Param(M)=∼20*2025.086.5526.2956.84