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On 2024年3月21日 下午8:59:54 [+0800], Gravatar CloudTseng:
  • Updated description of Rice Seedling Dataset 水稻秧苗辨識資料集 from

    Datasets for rice seedling detection model training, validating, testing. ## Related Publications 1. **[A UAV Open Dataset of Rice Paddies for Deep Learning Practice](https://doi.org/10.3390/rs13071358)** The data descriptor was published on Remote Sensing, MDPI. (open access) 2. **[Rice Seedling Detection in UAV Images Using Transfer Learning and Machine Learning](https://doi.org/10.3390/rs14122837)** An application of rice seedling detection using transfer learning was published on Remote Sensing, MDPI. (open access) ### MDPI and ACS Style 1. Yang, M. D.; Tseng, H. H.; Hsu, Y. C.; Yang, C. Y.; Lai, M. H.; Wu, D. H. A UAV Open Dataset of Rice Paddies for Deep Learning Practice. *Remote Sens.* **2021**, 13, 1358. doi:10.3390/rs13071358 2. Tseng, H. H.; Yang, M. D.; Saminathan, R.; Hsu, Y. C.; Yang, C. Y.; Wu, D. H. Rice Seedling Detection in UAV Images Using Transfer Learning and Machine Learning. *Remote Sens.* **2022**, 14, 2837. doi:10.3390/rs14122837 --- ## Contents 1. [Data Download Link](#1-data-download-link) 2. [Dataset of Rice Seedling Classification](#2-dataset-of-rice-seedling-classification) 3. [Dataset of Rice Seedling Detection](#3-dataset-of-rice-seedling-detection) ## 1. Data Download Link ### 2018 Orthomosaic image ![Orthomosaic_Train-Val_Dataset](https://aidata.nchu.edu.tw/smarter/sftp/7e2a89ef-2875-481a-9838-772a8c7c69c2/upload/RiceSeedlingDataset/README_img/Orthomosaic_Train-Val_Dataset.png) These three links are the orthomosaic image of paddy No.80, TARI, which were in TWD97 / TM2 zone 121 (EPSG:3826) projection. The images were acquired in three consecutive growing stages in 2018. ### Expansion Orthomosaic image (2019-2020) ![Orthomosaic_Extended](https://aidata.nchu.edu.tw/smarter/sftp/7e2a89ef-2875-481a-9838-772a8c7c69c2/upload/RiceSeedlingDataset/README_img/Orthomosaic_Extended.png) These 10 links are the orthomosaic image of paddy No.78, TARI, which were in TWD97 / TM2 zone 121 (EPSG:3826) projection. The images were acquired in 2019 and 2020. --- ### Dataset of Rice Seedling Classification (Train-Val) **[RiceSeedlingClassification.tgz (uncompressed size 426MB)](https://aidata.nchu.edu.tw/smarter/dataset/smarter_07_5d4088_0_rice_20240318_objc_detect/resource/236c53c2-43e3-4f6d-9a17-33ecf8b6dc37)** This file includes two folders: riceseedling and arableland. Train-val and test datasets are all included. --- ### Dataset of Rice Seedling Detection (Train-Val) **[RiceSeedlingDetection.tgz (uncompressed size 19.1MB)](https://aidata.nchu.edu.tw/smarter/dataset/smarter_07_5d4088_0_rice_20240318_objc_detect/resource/e3f00e59-2bcc-4380-92eb-a6f147eeb753)** This is a PASCAL VOC format object-detection dataset, which includes two folders: JPEGImaegs and Annotations. --- ### Dataset of Detection Demonstration (Test) **[RiceSeedlingDemo.tgz (uncompressed size 48.5MB)](https://aidata.nchu.edu.tw/smarter/dataset/smarter_07_5d4088_0_rice_20240318_objc_detect/resource/3d5616d6-869d-437a-abdd-c070db7ed029)** This file contains 8 detection demo images and the corresponging PASCAL VOC xml format annotations. --- ### An overview of the region of different datasets ![An overview of image dataset](https://aidata.nchu.edu.tw/smarter/sftp/7e2a89ef-2875-481a-9838-772a8c7c69c2/upload/RiceSeedlingDataset/README_img/Datasets_Area_Overview.png) An overview of the field no. 80 (cyan bounding area) in TARI, Taichung. Image acquired on August 7, 2018. The green bounding area represents the area for training-validation dataset, and the red bounding area represents the subsets for object detection demonstration dataset. ## 2. Dataset of Rice Seedling Classification This dataset contains two classes: * `rice seedling` * `arable land` ### An overview of image dataset ![An overview of image dataset](https://aidata.nchu.edu.tw/smarter/sftp/7e2a89ef-2875-481a-9838-772a8c7c69c2/upload/RiceSeedlingDataset/README_img/dataset.png) ### The number of images used for training, validation, and testing in the rice seedling dataset ![Samples of classification dataset](https://aidata.nchu.edu.tw/smarter/sftp/7e2a89ef-2875-481a-9838-772a8c7c69c2/upload/RiceSeedlingDataset/README_img/Samples_of_datasets.png) ## 3. Dataset of Rice Seedling Detection This dataset is used for object-detection model training and validation. * PASCAL VOC xml format annotation * 3 consecutive mission: Aug 7<sup>th</sup>, Aug 14<sup>th</sup> and Aug 23<sup>rd</sup> * 8 subsets * 25 samples/subset * 600 samples total ### Examples of three growth stages of the rice seedling detection dataset ![Examples of detection dataset](https://aidata.nchu.edu.tw/smarter/sftp/7e2a89ef-2875-481a-9838-772a8c7c69c2/upload/RiceSeedlingDataset/README_img/Detection_Dataset.png)
    to
    Datasets for rice seedling detection model training, validating, testing. ## Related Publications 1. **[A UAV Open Dataset of Rice Paddies for Deep Learning Practice](https://doi.org/10.3390/rs13071358)** The data descriptor was published on Remote Sensing, MDPI. (open access) 2. **[Rice Seedling Detection in UAV Images Using Transfer Learning and Machine Learning](https://doi.org/10.3390/rs14122837)** An application of rice seedling detection using transfer learning was published on Remote Sensing, MDPI. (open access) ### MDPI and ACS Style 1. Yang, M. D.; Tseng, H. H.; Hsu, Y. C.; Yang, C. Y.; Lai, M. H.; Wu, D. H. A UAV Open Dataset of Rice Paddies for Deep Learning Practice. *Remote Sens.* **2021**, 13, 1358. doi:10.3390/rs13071358 2. Tseng, H. H.; Yang, M. D.; Saminathan, R.; Hsu, Y. C.; Yang, C. Y.; Wu, D. H. Rice Seedling Detection in UAV Images Using Transfer Learning and Machine Learning. *Remote Sens.* **2022**, 14, 2837. doi:10.3390/rs14122837 --- ## Contents 1. [Data Download Link](#1-data-download-link) 2. [Dataset of Rice Seedling Classification](#2-dataset-of-rice-seedling-classification) 3. [Dataset of Rice Seedling Detection](#3-dataset-of-rice-seedling-detection) ## 1. Basic Data Information ### 2018 Orthomosaic image ![Orthomosaic_Train-Val_Dataset](https://aidata.nchu.edu.tw/smarter/sftp/7e2a89ef-2875-481a-9838-772a8c7c69c2/upload/RiceSeedlingDataset/README_img/Orthomosaic_Train-Val_Dataset.png) These three links are the orthomosaic image of paddy No.80, TARI, which were in TWD97 / TM2 zone 121 (EPSG:3826) projection. The images were acquired in three consecutive growing stages in 2018. ### Expansion Orthomosaic image (2019-2020) ![Orthomosaic_Extended](https://aidata.nchu.edu.tw/smarter/sftp/7e2a89ef-2875-481a-9838-772a8c7c69c2/upload/RiceSeedlingDataset/README_img/Orthomosaic_Extended.png) These 10 links are the orthomosaic image of paddy No.78, TARI, which were in TWD97 / TM2 zone 121 (EPSG:3826) projection. The images were acquired in 2019 and 2020. --- ### Dataset of Rice Seedling Classification (Train-Val) **[RiceSeedlingClassification.tgz (uncompressed size 426MB)](https://aidata.nchu.edu.tw/smarter/dataset/smarter_07_5d4088_0_rice_20240318_objc_detect/resource/236c53c2-43e3-4f6d-9a17-33ecf8b6dc37)** This file includes two folders: riceseedling and arableland. Train-val and test datasets are all included. --- ### Dataset of Rice Seedling Detection (Train-Val) **[RiceSeedlingDetection.tgz (uncompressed size 19.1MB)](https://aidata.nchu.edu.tw/smarter/dataset/smarter_07_5d4088_0_rice_20240318_objc_detect/resource/e3f00e59-2bcc-4380-92eb-a6f147eeb753)** This is a PASCAL VOC format object-detection dataset, which includes two folders: JPEGImaegs and Annotations. --- ### Dataset of Detection Demonstration (Test) **[RiceSeedlingDemo.tgz (uncompressed size 48.5MB)](https://aidata.nchu.edu.tw/smarter/dataset/smarter_07_5d4088_0_rice_20240318_objc_detect/resource/3d5616d6-869d-437a-abdd-c070db7ed029)** This file contains 8 detection demo images and the corresponging PASCAL VOC xml format annotations. --- ### An overview of the region of different datasets ![An overview of image dataset](https://aidata.nchu.edu.tw/smarter/sftp/7e2a89ef-2875-481a-9838-772a8c7c69c2/upload/RiceSeedlingDataset/README_img/Datasets_Area_Overview.png) An overview of the field no. 80 (cyan bounding area) in TARI, Taichung. Image acquired on August 7, 2018. The green bounding area represents the area for training-validation dataset, and the red bounding area represents the subsets for object detection demonstration dataset. ## 2. Dataset of Rice Seedling Classification This dataset contains two classes: * `rice seedling` * `arable land` ### An overview of image dataset ![An overview of image dataset](https://aidata.nchu.edu.tw/smarter/sftp/7e2a89ef-2875-481a-9838-772a8c7c69c2/upload/RiceSeedlingDataset/README_img/dataset.png) ### The number of images used for training, validation, and testing in the rice seedling dataset ![Samples of classification dataset](https://aidata.nchu.edu.tw/smarter/sftp/7e2a89ef-2875-481a-9838-772a8c7c69c2/upload/RiceSeedlingDataset/README_img/Samples_of_datasets.png) ## 3. Dataset of Rice Seedling Detection This dataset is used for object-detection model training and validation. * PASCAL VOC xml format annotation * 3 consecutive mission: Aug 7<sup>th</sup>, Aug 14<sup>th</sup> and Aug 23<sup>rd</sup> * 8 subsets * 25 samples/subset * 600 samples total ### Examples of three growth stages of the rice seedling detection dataset ![Examples of detection dataset](https://aidata.nchu.edu.tw/smarter/sftp/7e2a89ef-2875-481a-9838-772a8c7c69c2/upload/RiceSeedlingDataset/README_img/Detection_Dataset.png)


  • Uploaded a new file to resource RiceSeedlingDemo.tgz in Rice Seedling Dataset 水稻秧苗辨識資料集


  • Uploaded a new file to resource RiceSeedlingDetection.tgz in Rice Seedling Dataset 水稻秧苗辨識資料集