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Models/SPOT

SPOT

Reported on 6 benchmarks across 3 tasks · 2 papers · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision3 results

Zero-Shot Action RecognitiononOlympics
Top-1 Accuracy· 2023-04-06
68.7
SOTA
Synthetic Sample Selection for Generalized Zero-Shot Learning arXiv:2304.02846
Zero-Shot Action RecognitiononUCF101
Top-1 Accuracy· 2023-04-06
40.9
best: 92.8 (OTI(ViT-L/14))
Synthetic Sample Selection for Generalized Zero-Shot Learning arXiv:2304.02846
Zero-Shot Action RecognitiononHMDB51
Top-1 Accuracy· 2023-04-06
35.9
best: 64.7 (MOV (ViT-L/14))
Synthetic Sample Selection for Generalized Zero-Shot Learning arXiv:2304.02846

Methodology2 results

Zero-Shot LearningonOxford 102 Flower
average top-1 classification accuracy· 2023-04-06
71.9
SOTA
Synthetic Sample Selection for Generalized Zero-Shot Learning arXiv:2304.02846
Zero-Shot LearningonCUB-200-2011
average top-1 classification accuracy· 2023-04-06
62.9
best: 87.5 (ZeroDiff)
Synthetic Sample Selection for Generalized Zero-Shot Learning arXiv:2304.02846

Natural Language Processing1 result

Relation ExtractiononSemEval-2010 Task-8
F1· 2022-08-20
90.6
best: 91.9 (SP)
SPOT: Knowledge-Enhanced Language Representations for Information Extraction arXiv:2208.09625