Awesome-Incremental-Few-Shot-Object-Detection

Preprints

• Class-Incremental Few-Shot Object Detection [paper]
• Towards Generalized and Incremental Few-Shot Object Detection [paper]
• A Survey of Deep Learning for Low-Shot Object Detection [paper]
• Incremental Few-Shot Learning via Implanting and Compressing [paper]
• Generalized Few-Shot 3D Object Detection of LiDAR Point Cloud for Autonomous Driving [paper]

2023

• Incremental Few-Shot Object Detection via Simple Fine-Tuning Approach (ICRA 2023) [paper] [code]
• Incremental-DETR: Incremental Few-Shot Object Detection via Self-Supervised Learning (AAAI 2023) [paper] [code]

2022

• Sylph: A Hypernetwork Framework for Incremental Few-shot Object Detection (CVPR 2022) [paper] [code]
• Incremental Few-Shot Object Detection for Robotics (ICRA 2022) [paper]
• Incremental Few-Shot Object Detection via Knowledge Transfer (Pattern Recognition Letters 2022) [paper]
• Meta-Learning Based Incremental Few-Shot Object Detection (TCSVT 2022) [paper] [code]
• iFS-RCNN: An Incremental Few-shot Instance Segmenter (CVPR 2022) [paper] [code]

2021

• Few-Shot Batch Incremental Road Object Detection via Detector Fusion (ICCV Workshop 2021) [paper]
• Incremental Few-Shot Instance Segmentation (CVPR 2021) [paper] [code]
• Generalized Few-Shot Object Detection Without Forgetting (CVPR 2021) [paper] [code]

2020

• Incremental Few-Shot Object Detection (CVPR 2020) [paper]
• Frustratingly Simple Few-Shot Object Detection (ICML 2020) [paper] [code]
• Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild (ECCV 2020) [paper] [code]
• Multi-Scale Positive Sample Refinement for Few-Shot Object Detection (ECCV 2020) [paper] [code]
• Context-Transformer: Tackling Object Confusion for Few-Shot Detection (AAAI 2020) [paper] [code]

2019

• Few-shot Object Detection via Feature Reweighting (ICCV 2019) [paper] [code]

2018

• LSTD: A Low-Shot Transfer Detector for Object Detection (AAAI 2018) [paper] [code]

Non-standard Incremental Few-Shot Object Detection

• Frustratingly simple few-shot object detection (2020) [paper] [code]
• Few-shot object detection via feature reweighting (ICCV 2019) [paper] [code]
• Meta r-cnn: Towards general solver for instance-level low-shot learning (ICCV 2019) [paper] [code]
• Lvis: A dataset for large vocabulary instance segmentation (CVPR 2019) [paper] [code]
• Faster r-cnn: Towards real-time object detection with region proposal networks (NIPS 2015) [paper] [code]

Contributing

Please help us improve the above listing by submitting PRs of other papers in this space. Thank you!