--- license: apache-2.0 dataset_info: features: - name: file_name dtype: string - name: image dtype: image - name: class_id list: int32 - name: annotations list: list: float32 splits: - name: DryseasonKapiriCamp145rep1 num_bytes: 19913178739 num_examples: 1872 - name: DryseasonKapiriCamp68rep1 num_bytes: 2886385971 num_examples: 248 - name: DryseasonKapiriCamp911rep1 num_bytes: 14938459961 num_examples: 1470 - name: DryseasonKapiriCamp6extradata num_bytes: 16238180527 num_examples: 919 - name: DryseasonKapiriCamp3rep1 num_bytes: 11737731577 num_examples: 1152 - name: DryseasonKapiriCamp2extradata num_bytes: 19216420208 num_examples: 1211 - name: KapiriDryseasonCamp4extradata num_bytes: 13980012172 num_examples: 741 - name: DryseasonKapiriCamp2rep1 num_bytes: 9940121396 num_examples: 970 - name: DryseasonKapiriCamp8extradata num_bytes: 10144502239 num_examples: 383 - name: DryseasonKapiriCamp6extradata2 num_bytes: 11600844825 num_examples: 438 - name: DryseasonLeopardrockCamp2932Rep1 num_bytes: 5207667498 num_examples: 738 - name: DryseasonLeopardrockCamp2326Rep1 num_bytes: 5937757617 num_examples: 858 - name: DryseasonLeopardrockCamp18rep1 num_bytes: 5845457954 num_examples: 708 - name: DryseasonLeopardrockCamp3536Rep1 num_bytes: 3914081330 num_examples: 543 download_size: 151502708759 dataset_size: 151500802014 configs: - config_name: default data_files: - split: DryseasonKapiriCamp145rep1 path: DryseasonKapiriCamp145rep1/DryseasonKapiriCamp145rep1-* - split: DryseasonKapiriCamp68rep1 path: DryseasonKapiriCamp68rep1/DryseasonKapiriCamp68rep1-* - split: DryseasonKapiriCamp911rep1 path: DryseasonKapiriCamp911rep1/DryseasonKapiriCamp911rep1-* - split: DryseasonKapiriCamp6extradata path: DryseasonKapiriCamp6extradata/DryseasonKapiriCamp6extradata-* - split: DryseasonKapiriCamp3rep1 path: DryseasonKapiriCamp3rep1/DryseasonKapiriCamp3rep1-* - split: DryseasonKapiriCamp2extradata path: DryseasonKapiriCamp2extradata/DryseasonKapiriCamp2extradata-* - split: KapiriDryseasonCamp4extradata path: KapiriDryseasonCamp4extradata/KapiriDryseasonCamp4extradata-* - split: DryseasonKapiriCamp2rep1 path: DryseasonKapiriCamp2rep1/DryseasonKapiriCamp2rep1-* - split: DryseasonKapiriCamp8extradata path: DryseasonKapiriCamp8extradata/DryseasonKapiriCamp8extradata-* - split: DryseasonKapiriCamp6extradata2 path: DryseasonKapiriCamp6extradata2/DryseasonKapiriCamp6extradata2-* - split: DryseasonLeopardrockCamp2932Rep1 path: DryseasonLeopardrockCamp2932Rep1/DryseasonLeopardrockCamp2932Rep1-* - split: DryseasonLeopardrockCamp2326Rep1 path: DryseasonLeopardrockCamp2326Rep1/DryseasonLeopardrockCamp2326Rep1-* - split: DryseasonLeopardrockCamp18rep1 path: DryseasonLeopardrockCamp18rep1/DryseasonLeopardrockCamp18rep1-* - split: DryseasonLeopardrockCamp3536Rep1 path: DryseasonLeopardrockCamp3536Rep1/DryseasonLeopardrockCamp3536Rep1-* --- # Data from: Evaluating machine learning models for multi-species wildlife detection and identification on remotely sensed nadir imagery in the South African savanna Dataset DOI: [10.5061/dryad.9ghx3ffvc](https://doi.org/10.5061/dryad.9ghx3ffvc) ## Description of the data and file structure Nadir imagery was obtained using a DJI Matrice 300 RTK UAV with a DJI Zenmuse P1 45MP RGB camera. Flight paths were preprogrammed, with 70% front overlap and 53% side overlap, and 11 m/s flying at 180 m above ground level, resulting in a ground sampling distance (GSD) of 2.3 cm. All camps were flown three times during the dry season (2–5 October 2023) and three times during the wet season (4–6 February 2024). In addition, several extra flights were conducted for algorithm training. These files can be identified by the word extradite in their filenames. The additional files are automatically generated by the drone and contain information on the actual flight specifications and flight paths. ### Files and variables The raw images are uploaded per season (Dry/Wet), per property (Kapiri/LeopardRock), per group of camps flown as one (CampX-Y), and per repetition (Rep1-3). For the purpose of labelling, the images were tiled using a Python script (see section oncoded) and labelled as bounding boxes using Label Studio ([www.lablestud.io](http://www.lablestud.io)). The tiled images have been combined in a zip file per season per property. All annotations of the tiled images can be found in coco and Label Studio format in Annotations.zip, as well as a log file of all the processing. Within the annotations we include all, as well as the specific split between training, testing and validation sets as described in the journal article. The stats.xlsx shows where and how often different species and features were detected across camps and locations during the dry season, based on tiled image analysis. Each row represents a specific dataset, identified by  The files available are: * Annotations.zip * Dry_Kapiri.zip * Dry_Leopard_rock.zip * Wet_Kapiri.zip * Wet_Leopard_rock.zip * Dryseason_Kapiri_Camp145_extradata-tiled.zip * Dryseason_Kapiri_Camp145_extradata.zip * Dryseason_Kapiri_Camp145_extradata4.zip * Dryseason_Kapiri_Camp145_Rep1.zip * Dryseason_Kapiri_Camp145_Rep2.zip * Dryseason_Kapiri_Camp145_Rep3.zip * Dryseason_Kapiri_Camp2_extradata-tiled.zip * Dryseason_Kapiri_Camp2_extradata.zip * Dryseason_Kapiri_Camp2_Rep1-tiled.zip * Dryseason_Kapiri_Camp2_Rep1.zip * Dryseason_Kapiri_Camp2_Rep2.zip * Dryseason_Kapiri_Camp2_Rep3.zip * Dryseason_Kapiri_Camp3_Rep1.zip * Dryseason_Kapiri_Camp3_Rep2.zip * Dryseason_Kapiri_Camp3_Rep3.zip * Dryseason_Kapiri_Camp6-8_Camp6extradata2.zip * Dryseason_Kapiri_Camp6-8_extradata.zip * Dryseason_Kapiri_Camp6-8_Rep1.zip * Dryseason_Kapiri_Camp6-8_Rep2.zip * Dryseason_Kapiri_Camp6-8_Rep3.zip * Dryseason_Kapiri_Camp9-11_Rep1.zip * Dryseason_Kapiri_Camp9-11_Rep2.zip * Dryseason_Kapiri_Camp9-11_Rep3.zip * Dryseason_LeopardRock_Camp1-8_Rep1.zip * Dryseason_LeopardRock_Camp1-8_Rep2.zip * Dryseason_LeopardRock_Camp1-8_Rep3.zip * Dryseason_LeopardRock_Camp22_37-40_Rep1.1.zip * Dryseason_LeopardRock_Camp22_37-40_Rep1.2.zip * Dryseason_LeopardRock_Camp22_37-40_Rep2.zip * Dryseason_LeopardRock_Camp22_37-40_Rep3.zip * Dryseason_LeopardRock_Camp23-26_Rep1.zip * Dryseason_LeopardRock_Camp23-26_Rep2.zip * Dryseason_LeopardRock_Camp23-26_Rep3.zip * Dryseason_LeopardRock_Camp27_28_Rep1.zip * Dryseason_LeopardRock_Camp27_28_Rep2.zip * Dryseason_LeopardRock_Camp27_28_Rep3.zip * Dryseason_LeopardRock_Camp29-32_Rep1.zip * Dryseason_LeopardRock_Camp29-32_Rep2.zip * Dryseason_LeopardRock_Camp29-32_Rep3.zip * Dryseason_LeopardRock_Camp35_36_Rep1.zip * Dryseason_LeopardRock_Camp35_36_Rep2.zip * Dryseason_LeopardRock_Camp35_36_Rep3.zip * Wetseason_Kapiri_Camp1_Rep1.zip * Wetseason_Kapiri_Camp1_Rep2.zip * Wetseason_Kapiri_Camp1_Rep3.zip * Wetseason_Kapiri_Camp2_Rep1.zip * Wetseason_Kapiri_Camp2_Rep2.zip * Wetseason_Kapiri_Camp2_Rep3.zip * Wetseason_Kapiri_Camp3_Rep1.zip * Wetseason_Kapiri_Camp3_Rep2.zip * Wetseason_Kapiri_Camp3_Rep3.zip * Wetseason_Kapiri_Camp4_5_Rep1.zip * Wetseason_Kapiri_Camp4_5_Rep2.zip * Wetseason_Kapiri_Camp4_5_Rep3.zip * Wetseason_Kapiri_Camp6-8_Rep1.zip * Wetseason_Kapiri_Camp6-8_Rep2.zip * Wetseason_Kapiri_Camp6-8_Rep3.zip * Wetseason_Kapiri_Camp9-11_Rep1.zip * Wetseason_Kapiri_Camp9-11_Rep2.zip * Wetseason_Kapiri_Camp9-11_Rep3.zip * Wetseason_LeopardRock_Camp1_8_35-36_Rep1.zip * Wetseason_LeopardRock_Camp1_8_35-36_Rep2.zip * Wetseason_LeopardRock_Camp1_8_35-36_Rep3.zip * Wetseason_LeopardRock_Camp22_37-41_Rep1.zip * Wetseason_LeopardRock_Camp22_37-41_Rep2.zip * Wetseason_LeopardRock_Camp22_37-41_Rep3.zip * Wetseason_LeopardRock_Camp23-28_Rep1.zip * Wetseason_LeopardRock_Camp23-28_Rep2.zip * Wetseason_LeopardRock_Camp23-28_Rep3.zip * Wetseason_LeopardRock_Camp29-32_Rep1.zip * Wetseason_LeopardRock_Camp29-32_Rep2.zip * Wetseason_LeopardRock_Camp29-32_Rep3.zip ## Code/software The code for tiling, as well as for the pre processing and training of all the algorithms can be found at the following Github page: [https://github.com/FadelMamar/wildetect](https://github.com/FadelMamar/wildetect) ## Access information Other publicly accessible locations of the data: * NA Data was derived from the following sources: * NA