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基于 MMDetection 的项目

有许多开源项目都是基于 MMDetection 搭建的,我们在这里列举一部分作为样例,展示如何基于 MMDetection 搭建您自己的项目。 由于这个页面列举的项目并不完全,我们欢迎社区提交 Pull Request 来更新这个文档。

MMDetection 的拓展项目

一些项目拓展了 MMDetection 的边界,如将 MMDetection 拓展支持 3D 检测或者将 MMDetection 用于部署。 它们展示了 MMDetection 的许多可能性,所以我们在这里也列举一些。

  • OTEDetection: OpenVINO training extensions for object detection.

  • MMDetection3d: OpenMMLab’s next-generation platform for general 3D object detection.

研究项目

同样有许多研究论文是基于 MMDetection 进行的。许多论文都发表在了顶级的会议或期刊上,或者对社区产生了深远的影响。 为了向社区提供一个可以参考的论文列表,帮助大家开发或者比较新的前沿算法,我们在这里也遵循会议的时间顺序列举了一些论文。 MMDetection 中已经支持的算法不在此列。

  • Involution: Inverting the Inherence of Convolution for Visual Recognition, CVPR21. [paper][github]

  • Multiple Instance Active Learning for Object Detection, CVPR 2021. [paper][github]

  • Adaptive Class Suppression Loss for Long-Tail Object Detection, CVPR 2021. [paper][github]

  • Generalizable Pedestrian Detection: The Elephant In The Room, CVPR2021. [paper][github]

  • Group Fisher Pruning for Practical Network Compression, ICML2021. [paper][github]

  • Overcoming Classifier Imbalance for Long-tail Object Detection with Balanced Group Softmax, CVPR2020. [paper][github]

  • Coherent Reconstruction of Multiple Humans from a Single Image, CVPR2020. [paper][github]

  • Look-into-Object: Self-supervised Structure Modeling for Object Recognition, CVPR 2020. [paper][github]

  • Video Panoptic Segmentation, CVPR2020. [paper][github]

  • D2Det: Towards High Quality Object Detection and Instance Segmentation, CVPR2020. [paper][github]

  • CentripetalNet: Pursuing High-quality Keypoint Pairs for Object Detection, CVPR2020. [paper][github]

  • Learning a Unified Sample Weighting Network for Object Detection, CVPR 2020. [paper][github]

  • Scale-equalizing Pyramid Convolution for Object Detection, CVPR2020. [paper] [github]

  • Revisiting the Sibling Head in Object Detector, CVPR2020. [paper][github]

  • PolarMask: Single Shot Instance Segmentation with Polar Representation, CVPR2020. [paper][github]

  • Hit-Detector: Hierarchical Trinity Architecture Search for Object Detection, CVPR2020. [paper][github]

  • ZeroQ: A Novel Zero Shot Quantization Framework, CVPR2020. [paper][github]

  • CBNet: A Novel Composite Backbone Network Architecture for Object Detection, AAAI2020. [paper][github]

  • RDSNet: A New Deep Architecture for Reciprocal Object Detection and Instance Segmentation, AAAI2020. [paper][github]

  • Training-Time-Friendly Network for Real-Time Object Detection, AAAI2020. [paper][github]

  • Cascade RPN: Delving into High-Quality Region Proposal Network with Adaptive Convolution, NeurIPS 2019. [paper][github]

  • Reasoning R-CNN: Unifying Adaptive Global Reasoning into Large-scale Object Detection, CVPR2019. [paper][github]

  • Learning RoI Transformer for Oriented Object Detection in Aerial Images, CVPR2019. [paper][github]

  • SOLO: Segmenting Objects by Locations. [paper][github]

  • SOLOv2: Dynamic, Faster and Stronger. [paper][github]

  • Dense Peppoints: Representing Visual Objects with Dense Point Sets. [paper][github]

  • IterDet: Iterative Scheme for Object Detection in Crowded Environments. [paper][github]

  • Cross-Iteration Batch Normalization. [paper][github]

  • A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection, NeurIPS2020 [paper][github]

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