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What metrics were used to measure the CLIP (ViT B/32) model in the Learning Transferable Visual Models From Natural Language Supervision paper on the ImageNet - 0-Shot dataset?
Accuracy
What metrics were used to measure the CLIP (ResNet50) model in the Learning Transferable Visual Models From Natural Language Supervision paper on the ImageNet - 0-Shot dataset?
Accuracy
What metrics were used to measure the Synthesised Classifier model in the Synthesized Classifiers for Zero-Shot Learning paper on the ImageNet - 0-Shot dataset?
Accuracy
What metrics were used to measure the ConSE model in the Zero-Shot Learning by Convex Combination of Semantic Embeddings paper on the ImageNet - 0-Shot dataset?
Accuracy
What metrics were used to measure the TIM-GD model in the Transductive Information Maximization For Few-Shot Learning paper on the Mini-Imagenet 20-way (5-shot) dataset?
Accuracy
What metrics were used to measure the Deep Comparison Network model in the RelationNet2: Deep Comparison Columns for Few-Shot Learning paper on the Mini-Imagenet 20-way (5-shot) dataset?
Accuracy
What metrics were used to measure the Meta SGD model in the Meta-SGD: Learning to Learn Quickly for Few-Shot Learning paper on the Mini-Imagenet 20-way (5-shot) dataset?
Accuracy
What metrics were used to measure the Meta LSTM, (from ) model in the Meta-SGD: Learning to Learn Quickly for Few-Shot Learning paper on the Mini-Imagenet 20-way (5-shot) dataset?
Accuracy
What metrics were used to measure the Matching Nets, (from ) model in the Meta-SGD: Learning to Learn Quickly for Few-Shot Learning paper on the Mini-Imagenet 20-way (5-shot) dataset?
Accuracy
What metrics were used to measure the MAML, (from ) model in the Meta-SGD: Learning to Learn Quickly for Few-Shot Learning paper on the Mini-Imagenet 20-way (5-shot) dataset?
Accuracy
What metrics were used to measure the PT+MAP+SF+SOT (transductive) model in the The Self-Optimal-Transport Feature Transform paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the PEMnE-BMS* model in the Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the Illumination Augmentation model in the Sill-Net: Feature Augmentation with Separated Illumination Representation paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the LST+MAP model in the Transfer learning based few-shot classification using optimal transport mapping from preprocessed latent space of backbone neural network paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the PT+MAP model in the Leveraging the Feature Distribution in Transfer-based Few-Shot Learning paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the EASY 4xResNet12 (transductive) model in the EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the BAVARDAGE model in the Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the TDM model in the Task Discrepancy Maximization for Fine-grained Few-Shot Classification paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the ICI model in the Instance Credibility Inference for Few-Shot Learning paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the Transfer+SGC model in the Graph-based Interpolation of Feature Vectors for Accurate Few-Shot Classification paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the EASY 3xResNet12 (inductive) model in the EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the EASY 4xResNet12 (inductive) model in the EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the VFD model in the Variational Feature Disentangling for Fine-Grained Few-Shot Classification paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the RENet model in the Relational Embedding for Few-Shot Classification paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the S2M2R model in the Charting the Right Manifold: Manifold Mixup for Few-shot Learning paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the TIM-GD model in the Transductive Information Maximization For Few-Shot Learning paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the Neg-Margin model in the Negative Margin Matters: Understanding Margin in Few-shot Classification paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the AmdimNet model in the Self-Supervised Learning For Few-Shot Image Classification paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the LaplacianShot model in the Laplacian Regularized Few-Shot Learning paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the BD-CSPN + ESFR (ResNet-18) model in the Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the DKT + BNCosSim model in the Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the Self-Critique and Adapt + High-End MAML++ model in the Learning to learn via Self-Critique paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the High-End MAML++ model in the Learning to learn via Self-Critique paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the feat (ProtoNet) model in the Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the DN4-DA (k=1) model in the Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the HyperShot model in the HyperShot: Few-Shot Learning by Kernel HyperNetworks paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the Hyperbolic ProtoNet model in the Hyperbolic Image Embeddings paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the Relation Net model in the Learning to Compare: Relation Network for Few-Shot Learning paper on the CUB 200 5-way 5-shot dataset?
Accuracy
What metrics were used to measure the Human (Amateur) model in the Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions paper on the Bongard-HOI dataset?
Avg. Accuracy
What metrics were used to measure the SVM-Mimic + PMF (fine-tuned CLIP RN-50) model in the Cross-Image Context Matters for Bongard Problems paper on the Bongard-HOI dataset?
Avg. Accuracy
What metrics were used to measure the SVM-Mimic (frozen CLIP RN-50) model in the Cross-Image Context Matters for Bongard Problems paper on the Bongard-HOI dataset?
Avg. Accuracy
What metrics were used to measure the Meta-Baseline (ImagNet_R50) model in the Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions paper on the Bongard-HOI dataset?
Avg. Accuracy
What metrics were used to measure the Meta-Baseline (MoCov2_R50) model in the Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions paper on the Bongard-HOI dataset?
Avg. Accuracy
What metrics were used to measure the Meta-Baseline (Scratch_R50) model in the Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions paper on the Bongard-HOI dataset?
Avg. Accuracy
What metrics were used to measure the ANIL (ImageNet_R50) model in the Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions paper on the Bongard-HOI dataset?
Avg. Accuracy
What metrics were used to measure the TAFE-Net model in the TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning paper on the aPY - 0-Shot dataset?
Accuracy
What metrics were used to measure the BAVARDAGE model in the Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification paper on the Dirichlet CUB-200 (5-way, 5-shot) dataset?
1:1 Accuracy
What metrics were used to measure the \alpha-TIM model in the Realistic Evaluation of Transductive Few-Shot Learning paper on the Dirichlet CUB-200 (5-way, 5-shot) dataset?
1:1 Accuracy
What metrics were used to measure the Laplacian-Shot model in the Laplacian Regularized Few-Shot Learning paper on the Dirichlet CUB-200 (5-way, 5-shot) dataset?
1:1 Accuracy
What metrics were used to measure the Simpleshot model in the SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning paper on the Dirichlet CUB-200 (5-way, 5-shot) dataset?
1:1 Accuracy
What metrics were used to measure the Baseline++ model in the A Closer Look at Few-shot Classification paper on the Dirichlet CUB-200 (5-way, 5-shot) dataset?
1:1 Accuracy
What metrics were used to measure the BDCSPN model in the Prototype Rectification for Few-Shot Learning paper on the Dirichlet CUB-200 (5-way, 5-shot) dataset?
1:1 Accuracy
What metrics were used to measure the Entropy Minimization model in the A Baseline for Few-Shot Image Classification paper on the Dirichlet CUB-200 (5-way, 5-shot) dataset?
1:1 Accuracy
What metrics were used to measure the PT-MAP model in the Leveraging the Feature Distribution in Transfer-based Few-Shot Learning paper on the Dirichlet CUB-200 (5-way, 5-shot) dataset?
1:1 Accuracy
What metrics were used to measure the LaplacianShot model in the Laplacian Regularized Few-Shot Learning paper on the miniImagenet → CUB (5-way 5-shot) dataset?
Accuracy
What metrics were used to measure the SimpleCNAPs + LITE model in the Memory Efficient Meta-Learning with Large Images paper on the ORBIT Clean Video Evaluation dataset?
Frame accuracy
What metrics were used to measure the MAML model in the ORBIT: A Real-World Few-Shot Dataset for Teachable Object Recognition paper on the ORBIT Clean Video Evaluation dataset?
Frame accuracy
What metrics were used to measure the TRIDENT model in the Transductive Decoupled Variational Inference for Few-Shot Classification paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the HCTransformers model in the Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the PEMnE-BMS* model in the Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the PT+MAP model in the Leveraging the Feature Distribution in Transfer-based Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the BAVARDAGE model in the Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the FewTURE model in the Rethinking Generalization in Few-Shot Classification paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the TIM-GD model in the Transductive Information Maximization For Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the EASY 3xResNet12 (transductive) model in the EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the MetaQDA model in the Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the ASY ResNet12 (transductive) model in the EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the ICI model in the Instance Credibility Inference for Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the S2M2R model in the Charting the Right Manifold: Manifold Mixup for Few-shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the EPNet model in the Embedding Propagation: Smoother Manifold for Few-Shot Classification paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the EASY 3xResNet12 (inductive) model in the EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the LaplacianShot model in the Laplacian Regularized Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the ASY ResNet12 (inductive) model in the EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the Transductive CNAPS + FETI model in the Enhancing Few-Shot Image Classification with Unlabelled Examples paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the BD-CSPN + ESFR (WRN) model in the Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the Invariance-Equivariance model in the Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the pseudo-shots model in the Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the ACC + Amphibian model in the Generalized Adaptation for Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the SKD model in the Self-supervised Knowledge Distillation for Few-shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the SSFormers model in the Sparse Spatial Transformers for Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the UniSiam model in the Self-Supervision Can Be a Good Few-Shot Learner paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the OSLO model in the Open-Set Likelihood Maximization for Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the BD-CSPN + ESFR (ResNet-18) model in the Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the Simple CNAPS + FETI model in the Improved Few-Shot Visual Classification paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the DAPNA model in the Few-Shot Learning as Domain Adaptation: Algorithm and Analysis paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the RENet model in the Relational Embedding for Few-Shot Classification paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the LST model in the Learning to Self-Train for Semi-Supervised Few-Shot Classification paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the Multi-Task Learning model in the Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the Adaptive Subspace Network model in the Adaptive Subspaces for Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the MetaFun-Kernel model in the MetaFun: Meta-Learning with Iterative Functional Updates paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the VAMPIRE model in the Uncertainty in Model-Agnostic Meta-Learning using Variational Inference paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the AM3-TADAM model in the Adaptive Cross-Modal Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the SImPa model in the PAC-Bayes meta-learning with implicit task-specific posteriors paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the Transductive CNAPS model in the Enhancing Few-Shot Image Classification with Unlabelled Examples paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the MetaOptNet-SVM-trainval model in the Meta-Learning with Differentiable Convex Optimization paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the TapNet model in the TapNet: Neural Network Augmented with Task-Adaptive Projection for Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the MTUNet+WRN model in the Match Them Up: Visually Explainable Few-shot Image Classification paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the Simple CNAPS model in the Improved Few-Shot Visual Classification paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the Deep Comparison Network model in the RelationNet2: Deep Comparison Columns for Few-Shot Learning paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy
What metrics were used to measure the MTUNet+ResNet-18 model in the Match Them Up: Visually Explainable Few-shot Image Classification paper on the Tiered ImageNet 5-way (5-shot) dataset?
Accuracy