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F103-AI-Soil-pH-Strip-Color-Detection-Classification

Object Detection

Dataset Versions

2025-01-24 3:43pm

2024-10-18 2:13pm

Generated on Oct 18, 2024

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YOLOv11

TXT annotations and YAML config used with YOLOv11.

YOLOv9

TXT annotations and YAML config used with YOLOv9.

YOLOv8

TXT annotations and YAML config used with YOLOv8.

YOLOv5

TXT annotations and YAML config used with YOLOv5.

YOLOv7

TXT annotations and YAML config used with YOLOv7.

COCO JSON

COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.

YOLO Darknet

Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.

Pascal VOC XML

Common XML annotation format for local data munging (pioneered by ImageNet).

TFRecord

TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.

PaliGemma

PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.

CreateML JSON

CreateML JSON format is used with Apple's CreateML and Turi Create tools.

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292 Total Images

View All Images

Dataset Split

Train Set 92%

270Images

Valid Set 8%

22Images

Test Set %

0Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 1280x1280

Augmentations

Outputs per training example: 3

Flip: Horizontal

90° Rotate: Clockwise, Counter-Clockwise

Rotation: Between -15° and +15°

Shear: ±10° Horizontal, ±10° Vertical

Grayscale: Apply to 15% of images

Brightness: Between -15% and +15%

Similar Projects

Annotations

Group:

test_pad

IMG_4049.JPG

1280x1280

1.64MP

Updated Feb 4, 56768

10:36PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 1280x1280

90° Rotate

Applied

Rotation

-9°

Shear

X: -3°
Y: -5°

Brightness

-2%

Raw Data

Source Data

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F103-AI-Soil-pH-Strip-Color-Detection-Classification

Dataset Versions

2024-10-18 2:13pm

Popular Download Formats

292 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Tags

Attributes

IMG_4049.JPG

Updated Feb 4, 56768

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data