الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Action Classification On Toyota Smarthome

المقاييس

CS

CV1

CV2

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	CS	CV1	CV2	Paper Title	Repository
VPN (RGB + Pose)	60.8	43.8	53.5	VPN: Learning Video-Pose Embedding for Activities of Daily Living
MMNet	70.1	-	-	MMNet: A Model-Based Multimodal Network for Human Action Recognition in RGB-D Videos
Dense Trajectories	41.9	20.9	23.7	Improved Dense Trajectory with Cross Streams	-
Separable STA (RGB + Pose)	54.2	35.2	50.3	Toyota Smarthome: Real-World Activities of Daily Living	-
π-ViT	72.9	55.2	64.8	Just Add $π$! Pose Induced Video Transformers for Understanding Activities of Daily Living
I3D	53.4	34.9	45.1	Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset
NPL	-	39.6	54.6	Recognizing Actions in Videos from Unseen Viewpoints	-
Trans4SOAR (Pose)	-	-	-	Delving Deep into One-Shot Skeleton-based Action Recognition with Diverse Occlusions
UNIK	64.3	36.1	65.0	UNIK: A Unified Framework for Real-world Skeleton-based Action Recognition
AIRStreams	62.11	-	-	Adaptive Intermediate Representations for Video Understanding	-
I3D + Non Local	53.6	34.3	43.9	Non-local Neural Networks
AssembleNet++	63.6	-	-	AssembleNet++: Assembling Modality Representations via Attention Connections

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