Browse State-of-the-Art › Few-Shot Image Classification › Papers, page 3

Few-Shot Image Classification

Papers archive 2025-07-28

archive papers tagged: 353 · with a code link: 220 · where Syntology ran a sample: 80 (68 with a run with no instrument failure, 12 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (80 of 353 tagged: 68 with a run with no instrument failure, 12 where every run was a failure of Syntology's instrument)

Page 3 of 4: papers 201 to 300 of 353, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes
  18 Jun 2019 1 repository listed
• Image Deformation Meta-Networks for One-Shot Learning
  28 May 2019 1 repository listed
• Learning to learn via Self-Critique
  24 May 2019 1 repository listed Syntology 13 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 13 harvested samples) · 1 pointer-only (licence)
• Hierarchically Structured Meta-learning
  13 May 2019 1 repository listed
• Amortized Bayesian Meta-Learning
  1 May 2019 1 repository listed
• Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning
  28 Mar 2019 1 repository listed
• Diversity with Cooperation: Ensemble Methods for Few-Shot Classification
  27 Mar 2019 1 repository listed
• Adaptive Cross-Modal Few-Shot Learning
  19 Feb 2019 1 repository listed Syntology 17 ran (of which 0 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 19 harvested samples)
• Meta-Curvature
  9 Feb 2019 1 repository listed
• Delta-encoder: an effective sample synthesis method for few-shot object recognition
  12 Jun 2018 1 repository listed
• Probabilistic Model-Agnostic Meta-Learning
  7 Jun 2018 1 repository listed
• Meta-Learning Probabilistic Inference For Prediction
  24 May 2018 1 repository listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 8 harvested samples)
• Hyperspectral image classification via a random patches network
  22 May 2018 1 repository listed
• Low-Shot Learning for the Semantic Segmentation of Remote Sensing Imagery
  26 Mar 2018 1 repository listed
• Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace
  17 Jan 2018 1 repository listed
• Few-Shot Image Recognition by Predicting Parameters from Activations
  12 Jun 2017 1 repository listed
• Low-shot learning with large-scale diffusion
  7 Jun 2017 1 repository listed
• Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network
  13 Jan 2017 1 repository listed
• Learning Deep Parsimonious Representations
  1 Dec 2016 1 repository listed
• Deep supervised learning for hyperspectral data classification through convolutional neural networks
  26 Jul 2015 1 repository listed
• Interpretable Few-Shot Image Classification via Prototypical Concept-Guided Mixture of LoRA Experts
  5 Jun 2025 0 repositories listed
• Provably Improving Generalization of Few-Shot Models with Synthetic Data
  30 May 2025 0 repositories listed
• Brain Inspired Adaptive Memory Dual-Net for Few-Shot Image Classification
  10 Mar 2025 0 repositories listed
• InPK: Infusing Prior Knowledge into Prompt for Vision-Language Models
  27 Feb 2025 0 repositories listed
• Augmented Conditioning Is Enough For Effective Training Image Generation
  6 Feb 2025 0 repositories listed
• Geometric Mean Improves Loss For Few-Shot Learning
  24 Jan 2025 0 repositories listed
• A Cognitive Paradigm Approach to Probe the Perception-Reasoning Interface in VLMs
  23 Jan 2025 0 repositories listed
• Cross-Modal Mapping: Mitigating the Modality Gap for Few-Shot Image Classification
  28 Dec 2024 0 repositories listed
• Task-Specific Preconditioner for Cross-Domain Few-Shot Learning
  20 Dec 2024 0 repositories listed
• Modelling Multi-modal Cross-interaction for ML-FSIC Based on Local Feature Selection
  18 Dec 2024 0 repositories listed
• Semi-Supervised Risk Control via Prediction-Powered Inference
  15 Dec 2024 0 repositories listed
• Neuron Abandoning Attention Flow: Visual Explanation of Dynamics inside CNN Models
  2 Dec 2024 0 repositories listed
• Self-Supervised Learning in Deep Networks: A Pathway to Robust Few-Shot Classification
  19 Nov 2024 0 repositories listed
• Semantic Token Reweighting for Interpretable and Controllable Text Embeddings in CLIP
  11 Oct 2024 0 repositories listed
• Local Descriptors Weighted Adaptive Threshold Filtering For Few-Shot Learning
  28 Aug 2024 0 repositories listed
• Feature Aligning Few shot Learning Method Using Local Descriptors Weighted Rules
  26 Aug 2024 0 repositories listed
• A Simple Task-aware Contrastive Local Descriptor Selection Strategy for Few-shot Learning between inter class and intra class
  12 Aug 2024 0 repositories listed
• Improved Few-Shot Image Classification Through Multiple-Choice Questions
  23 Jul 2024 0 repositories listed
• Siamese Transformer Networks for Few-shot Image Classification
  16 Jul 2024 0 repositories listed
• Improving Hyperbolic Representations via Gromov-Wasserstein Regularization
  15 Jul 2024 0 repositories listed
• Class-relevant Patch Embedding Selection for Few-Shot Image Classification
  6 May 2024 0 repositories listed
• Variational Neuron Shifting for Few-Shot Image Classification Across Domains
  1 May 2024 0 repositories listed
• Few-Shot Image Classification and Segmentation as Visual Question Answering Using Vision-Language Models
  15 Mar 2024 0 repositories listed
• Frozen Feature Augmentation for Few-Shot Image Classification
  15 Mar 2024 0 repositories listed
• LDCA: Local Descriptors with Contextual Augmentation for Few-Shot Learning
  24 Jan 2024 0 repositories listed
• TALDS-Net: Task-Aware Adaptive Local Descriptors Selection for Few-shot Image Classification
  9 Dec 2023 0 repositories listed
• Few-Shot Classification & Segmentation Using Large Language Models Agent
  19 Nov 2023 0 repositories listed
• PrototypeFormer: Learning to Explore Prototype Relationships for Few-shot Image Classification
  5 Oct 2023 0 repositories listed
• MVP: Meta Visual Prompt Tuning for Few-Shot Remote Sensing Image Scene Classification
  17 Sep 2023 0 repositories listed
• Knowledge-Aware Prompt Tuning for Generalizable Vision-Language Models
  22 Aug 2023 0 repositories listed
• Few-shot Image Classification based on Gradual Machine Learning
  28 Jul 2023 0 repositories listed
• Feature Activation Map: Visual Explanation of Deep Learning Models for Image Classification
  11 Jul 2023 0 repositories listed
• FILM: How can Few-Shot Image Classification Benefit from Pre-Trained Language Models?
  9 Jul 2023 0 repositories listed
• Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation
  7 Jul 2023 0 repositories listed
• Multi-Similarity Contrastive Learning
  6 Jul 2023 0 repositories listed
• SuSana Distancia is all you need: Enforcing class separability in metric learning via two novel distance-based loss functions for few-shot image classification
  15 May 2023 0 repositories listed
• Strong Baselines for Parameter Efficient Few-Shot Fine-tuning
  4 Apr 2023 0 repositories listed
• Boosting Few-Shot Text Classification via Distribution Estimation
  26 Mar 2023 0 repositories listed
• RotoGBML: Towards Out-of-Distribution Generalization for Gradient-Based Meta-Learning
  12 Mar 2023 0 repositories listed
• Understanding and Constructing Latent Modality Structures in Multi-modal Representation Learning
  10 Mar 2023 0 repositories listed
• CovidExpert: A Triplet Siamese Neural Network framework for the detection of COVID-19
  17 Feb 2023 0 repositories listed
• Explore the Power of Dropout on Few-shot Learning
  26 Jan 2023 0 repositories listed
• ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification
  1 Jan 2023 0 repositories listed
• Exploiting Category Names for Few-Shot Classification with Vision-Language Models
  29 Nov 2022 0 repositories listed
• Visual-Semantic Contrastive Alignment for Few-Shot Image Classification
  20 Oct 2022 0 repositories listed
• Few-Shot Learning of Compact Models via Task-Specific Meta Distillation
  18 Oct 2022 0 repositories listed
• A Unified Framework with Meta-dropout for Few-shot Learning
  12 Oct 2022 0 repositories listed
• Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification
  18 Sep 2022 0 repositories listed
• Class-Specific Channel Attention for Few-Shot Learning
  3 Sep 2022 0 repositories listed
• NeurIPS'22 Cross-Domain MetaDL competition: Design and baseline results
  31 Aug 2022 0 repositories listed
• Generative Adversarial Networks Based on Transformer Encoder and Convolution Block for Hyperspectral Image Classification
  16 Jul 2022 0 repositories listed
• Improving Few-Shot Image Classification Using Machine- and User-Generated Natural Language Descriptions
  7 Jul 2022 0 repositories listed
• p-Meta: Towards On-device Deep Model Adaptation
  25 Jun 2022 0 repositories listed
• Task-Prior Conditional Variational Auto-Encoder for Few-Shot Image Classification
  30 May 2022 0 repositories listed
• Uncertainty-based Network for Few-shot Image Classification
  17 May 2022 0 repositories listed
• iCAR: Bridging Image Classification and Image-text Alignment for Visual Recognition
  22 Apr 2022 0 repositories listed
• A Simple Approach to Adversarial Robustness in Few-shot Image Classification
  11 Apr 2022 0 repositories listed
• Attribute Prototype Network for Any-Shot Learning
  4 Apr 2022 0 repositories listed
• Matching Feature Sets for Few-Shot Image Classification
  2 Apr 2022 0 repositories listed
• Continuous-Time Meta-Learning with Forward Mode Differentiation
  2 Mar 2022 0 repositories listed
• Improving Adversarially Robust Few-Shot Image Classification With Generalizable Representations
  1 Jan 2022 0 repositories listed
• Exploring Category-correlated Feature for Few-shot Image Classification
  14 Dec 2021 0 repositories listed
• Few-Shot Image Classification Along Sparse Graphs
  7 Dec 2021 0 repositories listed
• Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention
  2 Dec 2021 0 repositories listed
• argmax centroid
  1 Dec 2021 0 repositories listed
• Enhancing Prototypical Few-Shot Learning by Leveraging the Local-Level Strategy
  8 Nov 2021 0 repositories listed
• GCCN: Global Context Convolutional Network
  22 Oct 2021 0 repositories listed
• A Closer Look at Prototype Classifier for Few-shot Image Classification
  11 Oct 2021 0 repositories listed
• Assessing two novel distance-based loss functions for few-shot image classification
  29 Sep 2021 0 repositories listed
• Dataset Bias Prediction for Few-Shot Image Classification
  29 Sep 2021 0 repositories listed
• MDFL: A UNIFIED FRAMEWORK WITH META-DROPOUT FOR FEW-SHOT LEARNING
  29 Sep 2021 0 repositories listed
• Meta-OLE: Meta-learned Orthogonal Low-Rank Embedding
  29 Sep 2021 0 repositories listed
• Self-Supervised Prime-Dual Networks for Few-Shot Image Classification
  29 Sep 2021 0 repositories listed
• ST-MAML: A Stochastic-Task based Method for Task-Heterogeneous Meta-Learning
  27 Sep 2021 0 repositories listed
• Multi-Domain Few-Shot Learning and Dataset for Agricultural Applications
  21 Sep 2021 0 repositories listed
• Ontology-based n-ball Concept Embeddings Informing Few-shot Image Classification
  19 Sep 2021 0 repositories listed
• Partner-Assisted Learning for Few-Shot Image Classification
  15 Sep 2021 0 repositories listed
• Deep Metric Learning for Few-Shot Image Classification: A Review of Recent Developments
  17 May 2021 0 repositories listed
• Local descriptor-based multi-prototype network for few-shot Learning
  5 May 2021 0 repositories listed
• Subspace Representation Learning for Few-shot Image Classification
  2 May 2021 0 repositories listed

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.