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ResearchFormerly WizWand

Action Recognition on HMDB-51 Few-shot (Top-1 Accuracy)

68.8Top-1 AccuracyTC-CLIP
38.53646.39354.2562.107Apr 15, 2024
Updated 8mo ago

Evaluation results

MethodLinks
TC-CLIPShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.0468.8
TC-CLIPShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0468.6
OSTShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.0468.2
TC-CLIPShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0467.3
ViFi-CLIPShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0466.8
TC-CLIPShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.0465.5
OSTShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.0464.9
ViFi-CLIPShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0464.5
X-CLIPShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0464
TC-CLIPShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.0463.3
OSTShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.0462.9
X-CLIPShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0462.8
ViFi-CLIPShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0462.7
A5Shots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0462.4
TC-CLIPShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0462.3
ActionCLIPShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0459.1
OSTShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.0459.1
TC-CLIPShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.0458.6
ActionCLIPShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0457.9
ActionCLIPShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0457.3
X-CLIPShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0457.3
TC-CLIPShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0457.3
ViFi-CLIPShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0457.2
A5Shots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0456
X-CLIPShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0453
A5Shots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0450.7
ActionCLIPShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0447.5
Vanilla CLIPShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0441.9
Vanilla CLIPShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0441.9
Vanilla CLIPShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0441.9
Vanilla CLIPShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0441.9
A5Shots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.0439.7