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Awesome-Fine-Grained-Few-Shot-Learning Awesome

A curated list of resources including papers, datasets, and relevant links about few-shot learning in fine-grained image/video recognition. Since both few-shot and fine-grained are very broad concepts, there are various experimental settings and research lines in the realm of fine-grained few-shot learning.

🏃 We will keep updating it, please feel free to send me a PR! 🏃

🚩 For detailed attention 📜 For a quick review

Datasets Download

Image Classification

2024

📂 Pub. Title Links
📜 MM Channel-Spatial Support-Query Cross-Attention for Fine-Grained Few-Shot Image Classification Paper/Code
🚩 MM Bi-directional Task-Guided Network for Few-Shot Fine-Grained Image Classification Paper/Code
🚩 AAAI Cross-Layer and Cross-Sample Feature Optimization Network for Few-Shot Fine-Grained Image Classification Paper/Code
🚩 TPAMI Bi-Directional Ensemble Feature Reconstruction Network for Few-Shot Fine-Grained Classification Paper/Code
📜 TIP Angular Isotonic Loss Guided Multi-Layer Integration for Few-Shot Fine-Grained Image Classification Paper/Code
📜 TMM Few-shot Fine-grained Image Classification via Multi-Frequency Neighborhood and Double-cross Modulation Paper/Code
🚩 TMM Robust Saliency-Aware Distillation for Few-shot Fine-grained Visual Recognition Paper/Code
📜 PR Re-abstraction and perturbing support pair network for few-shot fine-grained image classification Paper/Code
📜 PR Self-reconstruction network for fine-grained few-shot classification Paper/Code

2023

📂 Pub. Title Links
🚩 AAAI Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification Paper/Code
📜 AAAI Dual Attention Networks for Few-Shot Fine-Grained Recognition Paper/Code
🚩 TCSVT Boosting Few-shot Fine-grained Recognition with Background Suppression and Foreground Alignment Paper/Code
📜 TCSVT Locally-Enriched Cross-Reconstruction for Few-Shot Fine-Grained Image Classification Paper/Code
🚩 arXiv Detail Reinforcement Diffusion Model: Augmentation Fine-Grained Visual Categorization in Few-Shot Conditions Paper/Code

2022

📂 Pub. Title Links
📜 arXiv Fine-grained Few-shot Recognition by Deep Object Parsing Paper/Code
📜 arXiv Few-shot Fine-grained Image Classification via Multi-Frequency Neighborhood and Double-cross Modulation Paper/Code
🚩 MM Learning Cross-Image Object Semantic Relation in Transformer for Few-Shot Fine-Grained Image Classification Paper/Code
📜 AAAI Dual Attention Networks for Few-Shot Fine-Grained Recognition Paper/Code
🚩 CVPR Task Discrepancy Maximization for Fine-Grained Few-Shot Classification Paper/Code
🚩 PR Learning Attention-Guided Pyramidal Features for Few-shot Fine-grained Recognition Paper/Code
📜 PR Query-Guided Networks for Few-shot Fine-grained Classification and Person Search Paper/Code
🚩 TPAMI Reinforcing Generated Images via Meta-learning for One-Shot Fine-Grained Visual Recognition Paper/Code

2021

📂 Pub. Title Links
📜 arXiv NDPNet: A novel non-linear data projection network for few-shot fine-grained image classification Paper/Code
🚩 arXiv Compositional Fine-Grained Low-Shot Learning Paper/Code
🚩 ICIP Coupled Patch Similarity Network For One-Shot Fine-Grained Image Recognition Paper/Code
🚩 ICME Selective, Structural, Subtle: Trilinear Spatial-Awareness for Few-Shot Fine-Grained Visual Recognition Paper/Code
🚩 CVPR Few-Shot Classification With Feature Map Reconstruction Networks Paper/Code
🚩 MM Object-aware long-short-range spatial alignment for few-shot fine-grained image classification Paper/Code
🚩 ICCV Variational Feature Disentangling for Fine-Grained Few-Shot Classification Paper/Code
📜 NC Fine-grained few shot learning with foreground object transformation Paper/Code
📜 KBS Few-shot fine-grained classification with Spatial Attentive Comparison Paper/Code
🚩 TPAMI Power Normalizations in Fine-Grained Image, Few-Shot Image and Graph Classification Paper/Code

2020

📂 Pub. Title Links
🚩 CVPR Revisiting Pose-Normalization for Fine-Grained Few-Shot Recognition Paper/Code
📜 IJCAI Multi-attention Meta Learning for Few-shot Fine-grained Image Recognition Paper/Code
📜 ICME Knowledge-Based Fine-Grained Classification For Few-Shot Learning Paper/Code
📜 TIE Few-Shot Learning for Domain-Specific Fine-Grained Image Classification Paper/Code
📜 TMM Low-Rank Pairwise Alignment Bilinear Network For Few-Shot Fine-Grained Image Classification Paper/Code
🚩 TIP BSNet: Bi-similarity network for few-shot fine-grained image classification Paper/Code
📜 ACL Shaping Visual Representations with Language for Few-shot Classification Paper/Code
🚩 NeurIPS Compositional Zero-Shot Learning via Fine-Grained Dense Feature Composition Paper/Code

2019

📂 Pub. Title Links
📜 ICME Compare More Nuanced: Pairwise Alignment Bilinear Network for Few-Shot Fine-Grained Learning Paper/Code
🚩 TIP Piecewise Classifier Mappings: Learning Fine-Grained Learners for Novel Categories With Few Examples Paper/Code

Video Classification

2021

📂 Pub. Title Links
🚩 MM Few-Shot Fine-Grained Action Recognition via Bidirectional Attention and Contrastive Meta-Learning Paper/Code

2023

📂 Pub. Title Links
🚩 MM M$^3$Net: Multi-view Encoding, Matching, and Fusion for Few-shot Fine-grained Action Recognition Paper/Code