Datasets:

thsant
/

wgisd

+# Contributor Covenant Code of Conduct
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+## Attribution
+This Code of Conduct is adapted from the [Contributor Covenant][homepage],
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+https://www.contributor-covenant.org/version/2/0/code_of_conduct.html.
+Community Impact Guidelines were inspired by [Mozilla's code of conduct
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LICENSE ADDED Viewed

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README.md CHANGED Viewed

@@ -1,3 +1,334 @@
----
-license: cc-by-nc-4.0
----

+Embrapa Wine Grape Instance Segmentation Dataset – Embrapa WGISD
+================================================================
+[![DOI](https://zenodo.org/badge/199083745.svg)](https://zenodo.org/badge/latestdoi/199083745)
+This is a detailed description of the dataset, a
+*datasheet for the dataset* as proposed by [Gebru *et al.*](https://arxiv.org/abs/1803.09010)
+Motivation for Dataset Creation
+-------------------------------
+### Why was the dataset created?
+Embrapa WGISD (*Wine Grape Instance Segmentation Dataset*) was created
+to provide images and annotation to study *object detection and instance
+segmentation* for image-based monitoring and field robotics in
+viticulture. It provides instances from five different grape varieties
+taken on field. These instances shows variance in grape pose,
+illumination and focus, including genetic and phenological variations
+such as shape, color and compactness.
+### What (other) tasks could the dataset be used for?
+Possible uses include relaxations of the instance segmentation problem:
+classification (Is a grape in the image?), semantic segmentation (What
+are the "grape pixels" in the image?), object detection (Where are
+the grapes in the image?), and counting (How many berries are there
+per cluster?). The WGISD can also be used in grape variety
+identification.
+### Who funded the creation of the dataset?
+The building of the WGISD dataset was supported by the Embrapa SEG
+Project 01.14.09.001.05.04, *Image-based metrology for Precision
+Agriculture and Phenotyping*, and the CNPq PIBIC Program (grants
+161165/2017-6 and 125044/2018-6).
+Dataset Composition
+-------------------
+### What are the instances?
+Each instance consists in a RGB image and an annotation describing grape
+clusters locations as bounding boxes. A subset of the instances also
+contains binary masks identifying the pixels belonging to each grape
+cluster. Each image presents at least one grape cluster. Some grape
+clusters can appear far at the background and should be ignored.
+### Are relationships between instances made explicit in the data?
+File names prefixes identify the variety observed in the instance.
+| Prefix   |      Variety        |
+| --- | --- |
+|  CDY     | *Chardonnay*        |
+|  CFR     | *Cabernet Franc*    |
+|  CSV     | *Cabernet Sauvignon*|
+|  SVB     | *Sauvignon Blanc*   |
+|  SYH     | *Syrah*             |
+### How many instances of each type are there?
+The dataset consists of 300 images containing 4,432 grape clusters
+identified by bounding boxes. A subset of 137 images also contains
+binary masks identifying the pixels of each cluster. It means that from
+the 4,432 clusters, 2,020 of them presents binary masks for instance
+segmentation, as summarized in the following table.
+  |Prefix |  Variety |                       Date |  Images  | Boxed clusters  | Masked clusters|
+  | ---   | ---      | ---                        | ---      | ---             | --- |
+  |CDY |     *Chardonnay*          |   2018-04-27   |    65  |            840  |             308|
+  |CFR  |    *Cabernet Franc*      |   2018-04-27   |    65  |          1,069  |             513|
+  |CSV   |   *Cabernet Sauvignon*  |   2018-04-27   |    57  |            643  |             306|
+  |SVB    |  *Sauvignon Blanc*     |   2018-04-27   |    65  |          1,316  |             608|
+  |SYH     | *Syrah*               |   2017-04-27   |    48  |            563  |             285|
+  |Total    |                      |                |   300  |          4,431  |           2,020|
+  *General information about the dataset: the grape varieties and the  associated identifying prefix, the date of image capture on field, number of images (instances) and the identified grapes clusters.*
+#### Contributions
+Another subset of 111 images with separated and non-occluded grape
+clusters was annotated with point annotations for every berry by F. Khoroshevsky and S. Khoroshevsky ([Khoroshevsky *et al.*, 2021](https://doi.org/10.1007/978-3-030-65414-6_19)). Theses annotations are available in `test_berries.txt` , `train_berries.txt` and `val_berries.txt`
+|Prefix |  Variety | Berries |
+| ---   | ---      | ---     |
+|CDY |     *Chardonnay*          | 1,102 |
+|CFR  |    *Cabernet Franc*      | 1,592 |
+|CSV   |   *Cabernet Sauvignon*  | 1,712 |
+|SVB    |  *Sauvignon Blanc*     | 1,974 |
+|SYH     | *Syrah*               | 969  |
+|Total    |                      | 7,349 |
+*Berries annotations by F. Khoroshevsky and S. Khoroshevsky.*
+Geng Deng ([Deng *et al.*, 2020](https://doi.org/10.1007/978-3-030-63820-7_66))
+provided point-based annotations for berries in all 300 images, summing 187,374 berries.
+These annotations are available in `contrib/berries`.
+Daniel Angelov (@23pointsNorth) provided a version for the annotations in [COCO format](https://cocodataset.org/#format-data). See `coco_annotations` directory.
+### What data does each instance consist of?
+Each instance contains a 8-bits RGB image and a text file containing one
+bounding box description per line. These text files follows the "YOLO
+format"
+    CLASS CX CY W H
+*class* is an integer defining the object class – the dataset presents
+only the grape class that is numbered 0, so every line starts with this
+“class zero” indicator. The center of the bounding box is the point
+*(c_x, c_y)*, represented as float values because this format normalizes
+the coordinates by the image dimensions. To get the absolute position,
+use *(2048  c_x, 1365  c_y)*. The bounding box dimensions are
+given by *W* and *H*, also normalized by the image size.
+The instances presenting mask data for instance segmentation contain
+files presenting the `.npz` extension. These files are compressed
+archives for NumPy $n$-dimensional arrays. Each array is a
+*H X W X n_clusters* three-dimensional array where
+*n_clusters* is the number of grape clusters observed in the
+image. After assigning the NumPy array to a variable `M`, the mask for
+the *i*-th grape cluster can be found in `M[:,:,i]`. The *i*-th mask
+corresponds to the *i*-th line in the bounding boxes file.
+The dataset also includes the original image files, presenting the full
+original resolution. The normalized annotation for bounding boxes allows
+easy identification of clusters in the original images, but the mask
+data will need to be properly rescaled if users wish to work on the
+original full resolution.
+#### Contributions
+*For `test_berries.txt` , `train_berries.txt` and `val_berries.txt`*:
+The berries annotations are following a similar notation with the only
+exception being that each text file (train/val/test) includes also the
+instance file name.
+     FILENAME CLASS CX CY
+where *filename* stands for instance file name, *class* is an integer
+defining the object class (0 for all instances) and the point *(c_x, c_y)*
+indicates the absolute position of each "dot" indicating a single berry in
+a well defined cluster.
+*For `contrib/berries`*:
+The annotations provide the *(x, y)* point position for each berry center, in a tabular form:
+     X Y
+These point-based annotations can be easily loaded using, for example, `numpy.loadtxt`. See `WGISD.ipynb`for examples.
+[Daniel Angelov (@23pointsNorth)](https://github.com/23pointsNorth) provided a version for the annotations in [COCO format](https://cocodataset.org/#format-data). See `coco_annotations` directory. Also see [COCO format](https://cocodataset.org/#format-data) for the JSON-based format.
+### Is everything included or does the data rely on external resources?
+Everything is included in the dataset.
+### Are there recommended data splits or evaluation measures?
+The dataset comes with specified train/test splits. The splits are found
+in lists stored as text files. There are also lists referring only to
+instances presenting binary masks.
+|                       |   Images |  Boxed clusters  | Masked clusters   |
+|  ---------------------| -------- | ---------------- | ----------------- |
+|  Training/Validation  |      242 |           3,581  |           1,612   |
+|  Test                 |       58 |             850  |             408   |
+|  Total                |      300 |           4,431  |           2,020   |
+*Dataset recommended split.*
+Standard measures from the information retrieval and computer vision
+literature should be employed: precision and recall, *F1-score* and
+average precision as seen in [COCO](http://cocodataset.org)
+and [Pascal VOC](http://host.robots.ox.ac.uk/pascal/VOC).
+### What experiments were initially run on this dataset?
+The first experiments run on this dataset are described in [*Grape detection, segmentation and tracking using deep neural networks and three-dimensional association*](https://arxiv.org/abs/1907.11819) by Santos *et al.*. See also the following video demo:
+[![Grape detection, segmentation and tracking](http://img.youtube.com/vi/1Hji3GS4mm4/0.jpg)](http://www.youtube.com/watch?v=1Hji3GS4mm4 "Grape detection, segmentation and tracking")
+**UPDATE**: The JPG files corresponding to the video frames in the [video demo](http://www.youtube.com/watch?v=1Hji3GS4mm4) are now available in the `extras` directory.
+Data Collection Process
+-----------------------
+### How was the data collected?
+Images were captured at the vineyards of Guaspari Winery, located at
+Espírito Santo do Pinhal, São Paulo, Brazil (Lat -22.181018, Lon
+-46.741618). The winery staff performs dual pruning: one for shaping
+(after previous year harvest) and one for production, resulting in
+canopies of lower density. The image capturing was realized in April
+2017 for *Syrah* and in April 2018 for the other varieties.
+A Canon EOS REBEL T3i DSLR camera and a Motorola Z2 Play smartphone were
+used to capture the images. The cameras were located between the vines
+lines, facing the vines at distances around 1-2 meters. The EOS REBEL
+T3i camera captured 240 images, including all *Syrah* pictures. The Z2
+smartphone grabbed 60 images covering all varieties except *Syrah* . The
+REBEL images were scaled to *2048 X 1365* pixels and the Z2 images
+to *2048 X 1536* pixels. More data about the capture process can be found
+in the Exif data found in the original image files, included in the dataset.
+### Who was involved in the data collection process?
+T. T. Santos, A. A. Santos and S. Avila captured the images in
+field. T. T. Santos, L. L. de Souza and S. Avila performed the
+annotation for bounding boxes and masks.
+### How was the data associated with each instance acquired?
+The rectangular bounding boxes identifying the grape clusters were
+annotated using the [`labelImg` tool](https://github.com/tzutalin/labelImg).
+The clusters can be under
+severe occlusion by leaves, trunks or other clusters. Considering the
+absence of 3-D data and on-site annotation, the clusters locations had
+to be defined using only a single-view image, so some clusters could be
+incorrectly delimited.
+A subset of the bounding boxes was selected for mask annotation, using a
+novel tool developed by the authors and presented in this work. This
+interactive tool lets the annotator mark grape and background pixels
+using scribbles, and a graph matching algorithm developed by [Noma *et al.*](https://doi.org/10.1016/j.patcog.2011.08.017)
+is employed to perform image segmentation to every pixel in the bounding
+box, producing a binary mask representing grape/background
+classification.
+#### Contributions
+A subset of the bounding boxes of well-defined (separated and non-occluded
+clusters) was used for "dot" (berry) annotations of each grape to
+serve for counting  applications as described in [Khoroshevsky *et
+al.*](https://doi.org/10.1007/978-3-030-65414-6_19). The berries
+annotation was performed by F. Khoroshevsky and S. Khoroshevsky.
+Geng Deng ([Deng *et al.*, 2020](https://doi.org/10.1007/978-3-030-63820-7_66))
+provided point-based annotations for berries in all 300 images, summing
+187,374 berries. These annotations are available in `contrib/berries`.
+Deng *et al.* employed [Huawei ModelArt](https://www.huaweicloud.com/en-us/product/modelarts.html),
+for their annotation effort.
+Data Preprocessing
+------------------
+### What preprocessing/cleaning was done?
+The following steps were taken to process the data:
+1.  Bounding boxes were annotated for each image using the `labelImg`
+    tool.
+2.  Images were resized to *W = 2048* pixels. This resolution proved to
+    be practical to mask annotation, a convenient balance between grape
+    detail and time spent by the graph-based segmentation algorithm.
+3.  A randomly selected subset of images were employed on mask
+    annotation using the interactive tool based on graph matching.
+4.  All binaries masks were inspected, in search of pixels attributed to
+    more than one grape cluster. The annotator assigned the disputed
+    pixels to the most likely cluster.
+5.  The bounding boxes were fitted to the masks, which provided a fine
+    tuning of grape clusters locations.
+### Was the “raw” data saved in addition to the preprocessed data?
+The original resolution images, containing the Exif data provided by the
+cameras, is available in the dataset.
+Dataset Distribution
+--------------------
+### How is the dataset distributed?
+The dataset is [available at GitHub](https://github.com/thsant/wgisd).
+### When will the dataset be released/first distributed?
+The dataset was released in July, 2019.
+### What license (if any) is it distributed under?
+The data is released under [**Creative Commons BY-NC 4.0 (Attribution-NonCommercial 4.0 International license)**](https://creativecommons.org/licenses/by-nc/4.0/).
+There is a request to cite the corresponding paper if the dataset is used. For
+commercial use, contact Embrapa Agricultural Informatics business office.
+### Are there any fees or access/export restrictions?
+There are no fees or restrictions. For commercial use, contact Embrapa
+Agricultural Informatics business office.
+Dataset Maintenance
+-------------------
+### Who is supporting/hosting/maintaining the dataset?
+The dataset is hosted at Embrapa Agricultural Informatics and all
+comments or requests can be sent to [Thiago T. Santos](https://github.com/thsant)
+(maintainer).
+### Will the dataset be updated?
+There is no scheduled updates.
+* In May, 2022, [Daniel Angelov (@23pointsNorth)](https://github.com/23pointsNorth) provided a version for the annotations in [COCO format](https://cocodataset.org/#format-data). See `coco_annotations` directory.
+* In February, 2021, F. Khoroshevsky and S. Khoroshevsky provided the first extension: the berries ("dot")
+annotations.
+* In April, 2021, Geng Deng provided point annotations for berries. T. Santos converted Deng's XML files to
+easier-to-load text files now available in `contrib/berries` directory.
+In case of further updates, releases will be properly tagged at GitHub.
+### If others want to extend/augment/build on this dataset, is there a mechanism for them to do so?
+Contributors should contact the maintainer by e-mail.
+### No warranty
+The maintainers and their institutions are *exempt from any liability,
+judicial or extrajudicial, for any losses or damages arising from the
+use of the data contained in the image database*.

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1	+ uva

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test_masked.txt ADDED Viewed

	@@ -0,0 +1,28 @@

+CFR_1639
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train.txt ADDED Viewed

	@@ -0,0 +1,242 @@

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