Related Objects of Interest: left, right, down, * auto-orientation of pixel data (with exif-orientation stripping), ==============================, the following augmentation was applied to create 3 versions of each source image:, the following pre-processing was applied to each image:, barricade, enemy, friendly
Top Rotation Datasets and Models
The datasets below can be used to train fine-tuned models for rotation detection. You can explore each dataset in your browser using Roboflow and export the dataset into one of many formats.
At the bottom of this page, we have guides on how to train a model using the rotation datasets below.
by James Mixon
5399 images 73 classes
* Auto-orientation of pixel data (with EXIF-orientation stripping) * Random rotation of between -5 and +5 degrees * Randomly crop between 0 and 30 percent of the image * Resize to 640x352 (Fit within) * Salt and pepper noise was applied to 0 percent of pixels * annotate, and create datasets * collaborate with your team on computer vision projects * collect & organize images * export, train, and deploy computer vision models * understand and search unstructured image data * use active learning to improve your dataset over time 0 1 10 100 1000 10th Spot 11 12 13
by HADJEM
1238 images 103 classes
* Auto-orientation of pixel data (with EXIF-orientation stripping) * Random brigthness adjustment of between -1 and +1 percent * Random rotation of between -1 and +1 degrees * Random shear of between -1° to +1° horizontally and -0° to +0° vertically * Resize to 640x640 (Stretch) * annotate, and create datasets * collaborate with your team on computer vision projects * collect & organize images * export, train, and deploy computer vision models * understand and search unstructured image data * use active learning to improve your dataset over time 22 23 24 25 26 27 28 29 30
by RizzLabzz
4564 images 23 classes
abdominal-machine arm-curl arm-extension back-extension back-row-machine bench-press cable-lat-pulldown chest-fly chest-press dip-chin-assist hip-abduction-adduction incline-bench lat-pulldown leg-extension leg-press lying-down-leg-curl overhead-shoulder-press pulley-machine seated-cable-row seated-leg-curl
by Trying Stuff
4565 images 7 classes
by University
2301 images 27 classes
by project
1192 images 59 classes
Bus Stoprotation Bus only Lanerotation Chevron Markersrotation Children present- crossing Aheadrotation Compulsory Roundaboutrotation Compulsory Roundaboutrotation\ Cross Roads Aheadrotation Cycle Lane Aheadrotation Cycle only Lanerotation Directional Sign (EXPRESS WAY)rotation Directional Sign (NORMAL)rotation Directional Sign (NORMAL)rotation\ Double bend ahead End of Expresswayrotation Entrance to an Expresswayrotation Give Way Aheadrotation Give Way to vehicles on the adjacent roadrotation Height Limitrotation L Merges Aheadrotation Left Bend Ahead
by recipeVision
1995 images 47 classes
* Auto-orientation of pixel data (with EXIF-orientation stripping) * Random rotation of between -15 and +15 degrees * Random rotation of between -37 and +37 degrees * Salt and pepper noise was applied to 5 percent of pixels * annotate, and create datasets * collaborate with your team on computer vision projects * collect & organize images * export, train, and deploy computer vision models * understand and search unstructured image data * use active learning to improve your dataset over time 22 23 24 25 26 27 28 29 30 31
32 images 32 classes
stop Attention aux dérapages Attention aux travaux Cascade à deux tours Danger Déviation à droite obligatoire Déviation à gauche obligatoire Fin des dépassements Intersection d'une route principale avec une route secondaire Le dépassement des camions est interdit Le dépassement est interdit Les camions sont interdits Ne pas passer Obligé d'avancer Passer les bâtiments Rotation obligatoire Tourner à Déroite Tourner à gauche Virage à droite obligatoire Virage à gauche obligatoire
by University
662 images 4 classes
by dhruti
1720 images 26 classes
* 50% probability of horizontal flip * Auto-orientation of pixel data (with EXIF-orientation stripping) * Random Gaussian blur of between 0 and 1.25 pixels * Random brigthness adjustment of between -25 and +25 percent * Random rotation of between -5 and +5 degrees * Random shear of between -5° to +5° horizontally and -5° to +5° vertically * Randomly crop between 0 and 20 percent of the image * Resize to 416x416 (Stretch) 15 16 17 18 19 20 21 22 23 24 25 ==============================