Awesome-Incremental-Detection

This is a repository for organizing articles related to incremental detection. Most papers are linked to the pdf address provided by "arXiv" or "Openaccess". However, some papers require an academic license to browse. For example, IEEE, springer, and elsevier journal, etc.

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Table of Contents (ongoing)

• 1. Incremental/Continual-Detection
• 2. Incremental-Few-Shot-Detection
• 3. Application
• 4. Open-Vocabulary

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1. Incremental/Continual-Detection

1) "Label-Efficient Online Continual Object Detection in Streaming Video", arxiv. [paper]

2) "Incremental Object Detection via Meta-Learning", TPAMI. [paper][code]

3) "Overcoming Catastrophic Forgetting in Incremental Object Detection via Elastic Response Distillation", arxiv. [paper][code]

4) "Incremental Learning of Object Detectors without Catastrophic Forgetting", ICCV 2017. [paper][code]

5) "Multi-Task Incremental Learning for Object Detection", arxiv. [paper]

6) "Continual Object Detection: A review of definitions, strategies, and challenges", arxiv. [paper]

7) "Continual Object Detection via Prototypical Task Correlation Guided Gating Mechanism", arxiv. [paper][code]

8) "Modeling Missing Annotations for Incremental Learning in Object Detection", arxiv. [paper]

2. Incremental-Few-Shot-Detection

1) "Incremental Few-Shot Object Detection", CVPR 2020. [paper][code]

2) "iFS-RCNN: An Incremental Few-shot Instance Segmenter", CVPR 2022. [paper][code]

3) "Incremental-DETR: Incremental Few-Shot Object Detection via Self-Supervised Learning", arxiv. [paper][code]

4) "Sylph: A Hypernetwork Framework for Incremental Few-shot Object Detection", CVPR 2022. [paper][code]

3. Application

1) "A Lifelong Learning Method for Gearbox Diagnosis With Incremental Fault Types", ITIM. [paper]

2) "Wanderlust: Online Continual Object Detection in the Real World", ICCV 2021. [paper][code]

4. Open-Vocabulary

1) "OPEN-VOCABULARY OBJECT DETECTION VIA VISION AND LANGUAGE KNOWLEDGE DISTILLATION", ICLR 2022. [paper]

Search keyword

• Incremental/Continual-Detection
• Incremental-Few-Shot-Detection

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