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Few Shot Image Classification

Benchmark List

All benchmarks related to this task

Best model: TAFE-Net

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Best model: Synthesised Classifier

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Best model: Human (Amateur)

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caltech-256-5-way-5-shot

Best model: MergedNet-Concat

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Best model: PRE

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cifar-fs-1-shot-learning

Best model: pseudo-shots

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cifar-fs-5-way-1-shot

Best model: PT+MAP+SF+SOT (transductive)

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cifar-fs-5-way-5-shot

Best model: PT+MAP+SF+SOT (transductive)

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cifar-fs-5-shot-learning

Best model: pseudo-shots

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cub-200-0-shot-learning

Best model: TAFE-Net

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cub-200-2011-5-way-1-shot

Best model: MATANet

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cub-200-2011-0-shot

Best model: Word CNN-RNN (DS-SJE Embedding)

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cub-200-2011-5-way-5-shot

Best model: MATANet

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cub-200-5-way-5-shot-1

Best model: PT+MAP+SF+SOT (transductive)

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cub-200-5-way-1-shot

Best model: PT+MAP+SF+BPA (transductive)

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Best model: EASY 3xResNet12 (transductive)

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cub-200-50-way-0-shot

Best model: Prototypical Networks

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dirichlet-mini-imagenet-5-way-1-shot

Best model: alpha-TIM

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dirichlet-mini-imagenet-5-way-5-shot

Best model: alpha-TIM

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dirichlet-tiered-imagenet-5-way-5-shot

Best model: alpha-TIM

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fc100-5-way-1-shot

Best model: R2-D2+Task Aug

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fc100-5-way-10-shot

Best model: MTL

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fewshot-cifar100-1-shot-learning

Best model: pseudo-shots

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fewshot-cifar100-5-shot-learning

Best model: pseudo-shots

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flowers-102-0-shot

Best model: Word CNN-RNN (DS-SJE Embedding)

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imagenet-0-shot

Best model: DebiasPL (ResNet50)

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imagenet-1-shot-1

Best model: ViT-MoE-15B (Every-2)

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imagenet-10-shot

Best model: MAWS (ViT-6.5B)

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imagenet-5-shot

Best model: ViT-MoE-15B (Every-2)

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imagenet-fs-5-shot-all

Best model: KGTN-ens (ResNet-50, h+g, max)

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imagenet-fs-10-shot-all

Best model: KGTN (ResNet-50)

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inaturalist-227-way-multi-shot

Best model: LaplacianShot

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Best model: SMAT (DINO-VIT-Base-16-224)

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meta-dataset-rank

Best model: URT

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mini-imagenet-1-shot-learning

Best model: PT+MAP

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mini-imagenet-to-cub-5-shot-learning

Best model: TIM-GD

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mini-imagenet-10-way-1-shot

Best model: Transductive CNAPS + FETI

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mini-imagenet-10-way-5-shot

Best model: Transductive CNAPS + FETI

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mini-imagenet-5-way-1-shot

Best model: PT+MAP+SF+BPA (transductive)

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mini-imagenet-5-way-5-shot

Best model: CAML [Laion-2b]

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mini-imagenet-5-way-10-shot

Best model: PT+MAP

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mini-imagenet-cub-5-way-1-shot

Best model: PT+MAP

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mini-imagenet-cub-5-way-5-shot

Best model: TRIDENT

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mini-imagenet-20-way-1-shot

Best model: TIM-GD

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mini-imagenet-20-way-5-shot

Best model: TIM-GD

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mini-imagenet-100-way

Best model: GCR

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miniimagenet-cub-5-way-1-shot

Best model: LaplacianShot

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miniimagenet-cub-5-way-5-shot

Best model: LaplacianShot

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omniglot-emnist-5-way-1-shot

Best model: HyperShot

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omniglot-1-shot-20-way

Best model: GCR

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omniglot-1-shot-5-way

Best model: MC2+

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omniglot-1-shot-423-way

Best model: APL

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omniglot-1-shot-1000-way

Best model: APL

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omniglot-5-shot-20-way

Best model: MC2+

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omniglot-5-shot-5-way

Best model: DCN6-E

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omniglot-5-shot-423-way

Best model: APL

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orbit-clutter-video-evaluation

Best model: ProtoNetsVideo

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orbit-clean-video-evaluation

Best model: SimpleCNAPs + LITE

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oxford-102-flower

Best model: RS-FSL

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stanford-dogs-5-way-1-shot

Best model: MML(KL)

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stanford-cars-5-way-1-shot

Best model: MATANet

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stanford-cars-5-way-5-shot

Best model: MATANet

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Best model: Synthesised Classifier

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tiered-imagenet-5-way-1-shot

Best model: PT+MAP

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tiered-imagenet-5-way-5-shot

Best model: CAML [Laion-2b]

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tiered-imagenet-10-way-1-shot

Best model: Transductive CNAPS + FETI

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tiered-imagenet-10-way-5-shot

Best model: Transductive CNAPS + FETI

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caltech-256-5-way-1-shot

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cifar100-5-way-1-shot

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dirichlet-tiered-imagenet-5-way-1-shot

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dirichlet-cub-200-5-way-1-shot

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dirichlet-cub-200-5-way-5-shot

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fc100-5-way-5-shot

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imagenet-1-shot

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imagenet-fs-1-shot-novel

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imagenet-fs-2-shot-novel

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imagenet-fs-5-shot-novel

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imagenet-fs-10-shot-novel

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imagenet-fs-1-shot-all

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imagenet-fs-2-shot-all

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inaturalist-2018-1-shot

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inaturalist-2018-5-shot

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inaturalist-2018-10-shot

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omniglot-emnist-5-way-5-shot

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omniglot-5-shot-1000-way

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stanford-dogs-5-way-5-shot

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