My Publications

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Journal Publications

• K. Oksuz, B.C. Cam, S. Kalkan and E. Akbas
  One Metric to Measure them All: Localisation Recall Precision (LRP) for Evaluating Visual Detection Tasks
  IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021.
  [BibTeX] [Paper] [Project Page]

  @ARTICLE{LRP_TPAMI,  
  author={Oksuz, Kemal and Cam, Baris Can and Kalkan, Sinan and Akbas, Emre},  
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},   
  title={One Metric to Measure them All: Localisation Recall Precision (LRP) for Evaluating Visual Detection Tasks},  
  year={2021},  
  volume={},  
  number={},  
  pages={1-1},  
  doi={10.1109/TPAMI.2021.3130188}}
  

• K. Oksuz, B.C. Cam, S. Kalkan and E. Akbas
  Imbalance Problems in Object Detection: A Review
  IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021.
  [BibTeX] [Paper] [Project Page]

  @ARTICLE{9042296,
    author={K. {Oksuz} and B. C. {Cam} and S. {Kalkan} and E. {Akbas}},
    journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, 
    title={Imbalance Problems in Object Detection: A Review}, 
    year={2021},
    volume={43},
    number={10},
    pages={3388-3415},
    doi={10.1109/TPAMI.2020.2981890}}
  

• K. Oksuz and A.T. Cemgil
  Multitarget tracking performance metric: deficiency aware subpattern assignment
  IET Radar, Sonar & Navigation, vol. 12, no. 3, pp. 373 - 381, 2018.
  [BibTeX] [Paper] [Code]

  @ARTICLE{DASA, 
  author={K. {Oksuz} and A. T. {Cemgil}}, 
  journal={IET Radar, Sonar Navigation}, 
  title={Multitarget tracking performance metric: deficiency aware subpattern assignment}, 
  year={2018}, 
  volume={12}, 
  number={3}, 
  pages={373-381}
  }
  

Preprints

Conference Publications

• K. Oksuz, B.C. Cam, F. Kahraman, Z.S. Baltaci, S. Kalkan and E. Akbas
  Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation
  The British Machine Vision Conference (BMCV), 2021.
  [BibTeX] [Paper] [Code]

  @inproceedings{maIoU,
         title = {Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation},
         author = {Kemal Oksuz and Baris Can Cam and Fehmi Kahraman and Zeynep Sonat Baltaci and Sinan Kalkan and Emre Akbas},
         booktitle = {The British Machine Vision Conference (BMCV)},
         year = {2021}
  }
  

• K. Oksuz, B.C. Cam, E. Akbas and S. Kalkan
  Rank & Sort Loss for Object Detection and Instance Segmentation
  International Conference on Computer Vision (ICCV), 2021 (Oral).
  [BibTeX] [Paper] [Code]

  @inproceedings{RSLoss,
         title = {Rank & Sort Loss for Object Detection and Instance Segmentation},
         author = {Kemal Oksuz and Baris Can Cam and Emre Akbas and Sinan Kalkan},
         booktitle = {International Conference on Computer Vision (ICCV)},
         year = {2021}
  }
  

• K. Oksuz, B.C. Cam, E. Akbas and S. Kalkan
  A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection
  Neural Information Processing Systems (NeurIPS), 2020 (Spotlight).
  [BibTeX] [Paper] [Code]

  @inproceedings{aLRPLoss,
         title = {A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection},
         author = {Kemal Oksuz and Baris Can Cam and Emre Akbas and Sinan Kalkan},
         booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
         year = {2020}
  }
  

• K. Oksuz, B.C. Cam, E. Akbas and S. Kalkan
  Generating Positive Bounding Boxes for Balanced Training of Object Detectors
  IEEE Winter Conference on Applications of Computer Vision (WACV), 2020.
  [BibTeX] [Paper] [Code]

  @misc{oksuz2020BBGenerator,
      title={Generating Positive Bounding Boxes for Balanced Training of Object Detectors},
      author={Kemal Oksuz and Baris Can Cam and Emre Akbas and Sinan Kalkan},
      year={2020},
      archivePrefix={IEEE Winter Conference on Applications of Computer Vision (WACV)}
  }
  

• K. Oksuz, B.C. Cam, S. Kalkan and E. Akbas
  Localization Recall Precision (LRP): A New Performance Metric for Object Detection
  The European Conference on Computer Vision (ECCV),2018.
  [BibTeX] [Paper] [Code]

  @InProceedings{Oksuz_2018_ECCV,
  author = {Oksuz, Kemal and Can Cam, Baris and Akbas, Emre and Kalkan, Sinan},
  title = {Localization Recall Precision (LRP): A New Performance Metric for Object Detection},
  booktitle = {The European Conference on Computer Vision (ECCV)},
  month = {September},
  year = {2018}
  }
  

National Conference Publications

• K. Oksuz, M. Turhanlar and E. Boran
  Learning the optimal location and region of responsibility of air defense units
  Defense Technologies Conference, 2018.
  [BibTeX]

  @INPROCEEDINGS{AirDefense, 
  author={Oksuz, Kemal and Turhanlar, Melih and Boran, Emre}, 
  booktitle={9th Defense Technologies Conference (SAVTEK)}, 
  title={Learning the optimal location and region of responsibility of
  air defense units}, 
  year={2018}
  }
  

• K. Oksuz and A.T. Cemgil
  Deficiency aware subpattern assignment
  Signal Processing and Communication Application Conference (SIU), 2017.
  [BibTeX] [Paper] [Code]

  @INPROCEEDINGS{DASA_SIU, 
  author={K. {Oksuz} and A. T. {Cemgil}}, 
  booktitle={25th Signal Processing and Communication Application Conference (SIU)}, 
  title={Deficiency aware subpattern assignment}, 
  year={2017}
  }
  

• K. Oksuz and A.T. Cemgil
  The comparison of the performances of global nearest neighbor and probability hypothesis density filter for varying clutter rates
  Signal Processing and Communication Application Conference (SIU), 2016.
  [BibTeX] [Paper]

  @INPROCEEDINGS{Comparison, 
  author={K. {Oksuz} and A. T. {Cemgil}}, 
  booktitle={24th Signal Processing and Communication Application Conference (SIU)}, 
  title={The comparison of the performances of global nearest neighbor and probability hypothesis density filter for varying clutter rates}, 
  year={2016}
  }