1,793 research outputs found
JED877483 Appendix - Supplemental material for Climate Financing Through the Adaptation Fund: What Determines Fund Allocation?
No full textSupplemental material, JED877483 Appendix for Climate Financing Through the Adaptation Fund: What Determines Fund Allocation? by Akihisa Mori, Syed M. Rahman and Md. Nasir Uddin in The Journal of Environment & Development</p
Mediapipe based Preprocessed VGGFace2 Dataset
No full textVGGFace2 Dataset and Face Mesh PreprocessingIntroductionThe VGGFace2 dataset is a large-scale face recognition dataset containing over 3.31 million images of 9,131 identities, with an average of 362 images per identity. The dataset is designed to include extensive variations in pose, age, illumination, ethnicity, and profession, making it one of the most diverse and challenging face recognition datasets available. For more details, please refer to the original publication:VGGFace2: A dataset for recognizing faces across pose and age - DOI: 10.48550/arXiv.1710.08092
Preprocessing Using MediaPipe 3D Face MeshOn this dataset, we applied the MediaPipe-based 3D face mesh algorithm to accurately detect faces while removing all background elements, including hair. Our preprocessing strictly retained facial landmarks, ensuring that only the essential facial features were preserved. This approach significantly enhanced the accuracy and generalization of our model, as the model was trained exclusively on landmark-based facial data.
Training and PerformanceThe preprocessed data was utilized to train Xception model, which resulted in remarkably accurate outcomes due to the strictly landmark-based facial representation. The model demonstrated robust performance including explainable-AI, proving that eliminating unnecessary background elements contributed positively to its efficiency and reliability.
CitationIf you use this dataset or the preprocessed version in your work, please cite both of the following:
VGGFace2 Dataset:
@article{Cao2018VGGFace2, title={VGGFace2: A dataset for recognizing faces across pose and age}, author={Cao, Qiong and Shen, Li and Xie, Weidi and Parkhi, Omkar M and Zisserman, Andrew}, journal={arXiv preprint arXiv:1710.08092}, year={2018}}
DOI: [10.48550/arXiv.1710.08092](https://doi.org/10.48550/arXiv.1710.08092) Preprocessed Dataset using MediaPipe:@dataset{Shah2025_MediaPipe_FaceMesh, title={MediaPipe-based 3D Face Mesh Preprocessed VGGFace2 Dataset}, author={Shah, Syed Taimoor Hussain and Shah, Syed Adil Hussain and Zamir, Ammara and Qayyum, Kainat and Shah, Syed Baqir Hussain and Fatima, Syeda Maryam and Deriu, Marco Agostino}, year={2025}, doi={10.5281/zenodo.15078557}} DOI: [10.5281/zenodo.15078557](https://doi.org/10.5281/zenodo.15078557)
ContactFor any questions or further details, please feel free to contact us.Syed Taimoor Hussain ShahPolitoBIOMed Lab, Department of Mechanical and Aerospace Engineering, Politecnico di Torino, Turin, ItalyEmail: [email protected]: 0000-0002-6010-677
Hydraulic simulations to evaluate and predict design and operation of the Chashma Right Bank Canal
No full textIrrigation systems / Irrigation canals / Flow control / Velocity / Canal regulation techniques / Hydraulics / Simulation models / Design / Operations / Crop-based irrigation / Distributary canals / Water delivery / Policy / Protective irrigation / Water allocation / Water requirements / Sedimentation / Water distribution / Equity / Water conveyance / Pakistan / Chashma Right Bank Canal
Comparison of the acute-phase response after laparoscopic versus open aortobifemoral bypass surgery: a substudy of a randomized controlled trial [Erratum]
No full textKrog AH, Sahba M, Pettersen EM, et al. Vasc Health Risk Manag. 2016;12:371–378.On page 371, author list, the author “Syed SS Kazmi” should have read “Syed SH Kazmi”.Read the original articl
Supplementary_Figure_S5 – Supplemental material for Widespread expression of Sonic hedgehog (Shh) and Nrf2 in patients treated with cisplatin predicts outcome in resected tumors and are potential therapeutic targets for HPV-negative head and neck cancer
No full textSupplemental material, Supplementary_Figure_S5 for Widespread expression of Sonic hedgehog (Shh) and Nrf2 in patients treated with cisplatin predicts outcome in resected tumors and are potential therapeutic targets for HPV-negative head and neck cancer by Abu Shadat M. Noman, Rashed R. Parag, Muhammad I. Rashid, Mohammad Z. Rahman, Ali A. Chowdhury, Afrin Sultana, Chandsultana Jerin, Ayesha Siddiqua, Lutfur Rahman, Afsana Shirin, Junayed Nayeem, Reaz Mahmud, Sonam Akther, Rajib K. Shil, Ikram Hossain, Sharmin Alam, Arfina Chowdhury, Shabnam B. Basher, Abul Hasan, Shammy Bithy, Jannatul Aklima, Mizanur Rahman, Nabila Chowdhury, Tahmina Banu, Bedri Karakas, Herman Yeger, Walid A. Farhat and Syed S. Islam in Therapeutic Advances in Medical Oncology</p
Supplementary_Figure_S4 – Supplemental material for Widespread expression of Sonic hedgehog (Shh) and Nrf2 in patients treated with cisplatin predicts outcome in resected tumors and are potential therapeutic targets for HPV-negative head and neck cancer
No full textSupplemental material, Supplementary_Figure_S4 for Widespread expression of Sonic hedgehog (Shh) and Nrf2 in patients treated with cisplatin predicts outcome in resected tumors and are potential therapeutic targets for HPV-negative head and neck cancer by Abu Shadat M. Noman, Rashed R. Parag, Muhammad I. Rashid, Mohammad Z. Rahman, Ali A. Chowdhury, Afrin Sultana, Chandsultana Jerin, Ayesha Siddiqua, Lutfur Rahman, Afsana Shirin, Junayed Nayeem, Reaz Mahmud, Sonam Akther, Rajib K. Shil, Ikram Hossain, Sharmin Alam, Arfina Chowdhury, Shabnam B. Basher, Abul Hasan, Shammy Bithy, Jannatul Aklima, Mizanur Rahman, Nabila Chowdhury, Tahmina Banu, Bedri Karakas, Herman Yeger, Walid A. Farhat and Syed S. Islam in Therapeutic Advances in Medical Oncology</p
Supplementary_Figure_S2 – Supplemental material for Widespread expression of Sonic hedgehog (Shh) and Nrf2 in patients treated with cisplatin predicts outcome in resected tumors and are potential therapeutic targets for HPV-negative head and neck cancer
No full textSupplemental material, Supplementary_Figure_S2 for Widespread expression of Sonic hedgehog (Shh) and Nrf2 in patients treated with cisplatin predicts outcome in resected tumors and are potential therapeutic targets for HPV-negative head and neck cancer by Abu Shadat M. Noman, Rashed R. Parag, Muhammad I. Rashid, Mohammad Z. Rahman, Ali A. Chowdhury, Afrin Sultana, Chandsultana Jerin, Ayesha Siddiqua, Lutfur Rahman, Afsana Shirin, Junayed Nayeem, Reaz Mahmud, Sonam Akther, Rajib K. Shil, Ikram Hossain, Sharmin Alam, Arfina Chowdhury, Shabnam B. Basher, Abul Hasan, Shammy Bithy, Jannatul Aklima, Mizanur Rahman, Nabila Chowdhury, Tahmina Banu, Bedri Karakas, Herman Yeger, Walid A. Farhat and Syed S. Islam in Therapeutic Advances in Medical Oncology</p
Supplementary_Figure_S3 – Supplemental material for Widespread expression of Sonic hedgehog (Shh) and Nrf2 in patients treated with cisplatin predicts outcome in resected tumors and are potential therapeutic targets for HPV-negative head and neck cancer
No full textSupplemental material, Supplementary_Figure_S3 for Widespread expression of Sonic hedgehog (Shh) and Nrf2 in patients treated with cisplatin predicts outcome in resected tumors and are potential therapeutic targets for HPV-negative head and neck cancer by Abu Shadat M. Noman, Rashed R. Parag, Muhammad I. Rashid, Mohammad Z. Rahman, Ali A. Chowdhury, Afrin Sultana, Chandsultana Jerin, Ayesha Siddiqua, Lutfur Rahman, Afsana Shirin, Junayed Nayeem, Reaz Mahmud, Sonam Akther, Rajib K. Shil, Ikram Hossain, Sharmin Alam, Arfina Chowdhury, Shabnam B. Basher, Abul Hasan, Shammy Bithy, Jannatul Aklima, Mizanur Rahman, Nabila Chowdhury, Tahmina Banu, Bedri Karakas, Herman Yeger, Walid A. Farhat and Syed S. Islam in Therapeutic Advances in Medical Oncology</p
Supplementary_Table__S1 – Supplemental material for Widespread expression of Sonic hedgehog (Shh) and Nrf2 in patients treated with cisplatin predicts outcome in resected tumors and are potential therapeutic targets for HPV-negative head and neck cancer
No full textSupplemental material, Supplementary_Table__S1 for Widespread expression of Sonic hedgehog (Shh) and Nrf2 in patients treated with cisplatin predicts outcome in resected tumors and are potential therapeutic targets for HPV-negative head and neck cancer by Abu Shadat M. Noman, Rashed R. Parag, Muhammad I. Rashid, Mohammad Z. Rahman, Ali A. Chowdhury, Afrin Sultana, Chandsultana Jerin, Ayesha Siddiqua, Lutfur Rahman, Afsana Shirin, Junayed Nayeem, Reaz Mahmud, Sonam Akther, Rajib K. Shil, Ikram Hossain, Sharmin Alam, Arfina Chowdhury, Shabnam B. Basher, Abul Hasan, Shammy Bithy, Jannatul Aklima, Mizanur Rahman, Nabila Chowdhury, Tahmina Banu, Bedri Karakas, Herman Yeger, Walid A. Farhat and Syed S. Islam in Therapeutic Advances in Medical Oncology</p
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