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Models/CLIP(ResNet-50)

CLIP(ResNet-50)

Reported on 11 benchmarks across 6 tasks · 1 paper

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

Methodology7 results

Zero-Shot LearningonVOC-MLT
Average mAP· uses extra data· 2021-02-26
84.3
best: 85.77 (CLIP(ViT-B/16))
Learning Transferable Visual Models From Natural Language Supervision arXiv:2103.00020
Generalized Few-Shot ClassificationonCOCO-MLT
Average mAP· uses extra data· 2021-02-26
56.19
best: 66.19 (LMPT(ViT-B/16))
Learning Transferable Visual Models From Natural Language Supervision arXiv:2103.00020
Generalized Few-Shot ClassificationonVOC-MLT
Average mAP· uses extra data· 2021-02-26
84.3
best: 87.88 (LMPT(ViT-B/16))
Learning Transferable Visual Models From Natural Language Supervision arXiv:2103.00020
Long-tail LearningonCOCO-MLT
Average mAP· uses extra data· 2021-02-26
56.19
best: 66.19 (LMPT(ViT-B/16))
Learning Transferable Visual Models From Natural Language Supervision arXiv:2103.00020
Long-tail LearningonVOC-MLT
Average mAP· uses extra data· 2021-02-26
84.3
best: 87.88 (LMPT(ViT-B/16))
Learning Transferable Visual Models From Natural Language Supervision arXiv:2103.00020
Generalized Few-Shot LearningonCOCO-MLT
Average mAP· uses extra data· 2021-02-26
56.19
best: 66.19 (LMPT(ViT-B/16))
Learning Transferable Visual Models From Natural Language Supervision arXiv:2103.00020
Generalized Few-Shot LearningonVOC-MLT
Average mAP· uses extra data· 2021-02-26
84.3
best: 87.88 (LMPT(ViT-B/16))
Learning Transferable Visual Models From Natural Language Supervision arXiv:2103.00020

Computer Vision4 results

Image ClassificationonCOCO-MLT
Average mAP· uses extra data· 2021-02-26
56.19
best: 66.19 (LMPT(ViT-B/16))
Learning Transferable Visual Models From Natural Language Supervision arXiv:2103.00020
Image ClassificationonVOC-MLT
Average mAP· uses extra data· 2021-02-26
84.3
best: 87.88 (LMPT(ViT-B/16))
Learning Transferable Visual Models From Natural Language Supervision arXiv:2103.00020
Few-Shot Image ClassificationonCOCO-MLT
Average mAP· uses extra data· 2021-02-26
56.19
best: 66.19 (LMPT(ViT-B/16))
Learning Transferable Visual Models From Natural Language Supervision arXiv:2103.00020
Few-Shot Image ClassificationonVOC-MLT
Average mAP· uses extra data· 2021-02-26
84.3
best: 87.88 (LMPT(ViT-B/16))
Learning Transferable Visual Models From Natural Language Supervision arXiv:2103.00020