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Models/Transductive CNAPS

Transductive CNAPS

Reported on 20 benchmarks across 2 tasks · 1 paper

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

Computer Vision20 results

  • Image ClassificationonMeta-Dataset
    Accuracy· 2020-06-17
    70.32
    best: 85.27 (SMAT (DINO-VIT-Base-16-224))
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Image ClassificationonTiered ImageNet 10-way (1-shot)
    Accuracy· 2020-06-17
    54.6
    best: 65.1 (Transductive CNAPS + FETI)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Image ClassificationonMini-Imagenet 10-way (5-shot)
    Accuracy· 2020-06-17
    59.6
    best: 85.9 (Transductive CNAPS + FETI)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Image ClassificationonMini-Imagenet 5-way (5-shot)
    Accuracy· 2020-06-17
    73.1
    best: 98.72 (SgVA-CLIP)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Image ClassificationonMini-Imagenet 5-way (1-shot)
    Accuracy· 2020-06-17
    55.6
    best: 97.95 (SgVA-CLIP)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Image ClassificationonMini-Imagenet 10-way (1-shot)
    Accuracy· 2020-06-17
    42.8
    best: 68.5 (Transductive CNAPS + FETI)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Image ClassificationonMeta-Dataset Rank
    Mean Rank· 2020-06-17
    3.05
    best: 11.8 (Relation Networks)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Image ClassificationonTiered ImageNet 10-way (5-shot)
    Accuracy· 2020-06-17
    72.5
    best: 80.6 (Transductive CNAPS + FETI)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Image ClassificationonTiered ImageNet 5-way (1-shot)
    Accuracy· 2020-06-17
    65.9
    best: 96.8 (CAML [Laion-2b])
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Image ClassificationonTiered ImageNet 5-way (5-shot)
    Accuracy· 2020-06-17
    81.8
    best: 98.8 (CAML [Laion-2b])
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Few-Shot Image ClassificationonMeta-Dataset
    Accuracy· 2020-06-17
    70.32
    best: 85.27 (SMAT (DINO-VIT-Base-16-224))
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Few-Shot Image ClassificationonTiered ImageNet 10-way (1-shot)
    Accuracy· 2020-06-17
    54.6
    best: 65.1 (Transductive CNAPS + FETI)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Few-Shot Image ClassificationonMini-Imagenet 10-way (5-shot)
    Accuracy· 2020-06-17
    59.6
    best: 85.9 (Transductive CNAPS + FETI)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Few-Shot Image ClassificationonMini-Imagenet 5-way (5-shot)
    Accuracy· 2020-06-17
    73.1
    best: 98.72 (SgVA-CLIP)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Few-Shot Image ClassificationonMini-Imagenet 5-way (1-shot)
    Accuracy· 2020-06-17
    55.6
    best: 97.95 (SgVA-CLIP)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Few-Shot Image ClassificationonMini-Imagenet 10-way (1-shot)
    Accuracy· 2020-06-17
    42.8
    best: 68.5 (Transductive CNAPS + FETI)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Few-Shot Image ClassificationonMeta-Dataset Rank
    Mean Rank· 2020-06-17
    3.05
    best: 11.8 (Relation Networks)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Few-Shot Image ClassificationonTiered ImageNet 10-way (5-shot)
    Accuracy· 2020-06-17
    72.5
    best: 80.6 (Transductive CNAPS + FETI)
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Few-Shot Image ClassificationonTiered ImageNet 5-way (1-shot)
    Accuracy· 2020-06-17
    65.9
    best: 96.8 (CAML [Laion-2b])
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245
  • Few-Shot Image ClassificationonTiered ImageNet 5-way (5-shot)
    Accuracy· 2020-06-17
    81.8
    best: 98.8 (CAML [Laion-2b])
    Enhancing Few-Shot Image Classification with Unlabelled ExamplesarXiv:2006.12245