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Inventory Display Tracking in Retail Stores using Computer Vision
Object Detection
Overview
Images
269
Dataset
5
Model
5
API Docs
Analytics
Dataset Versions
Try Pre-Trained Model
Versions
2023-08-18 7:06pm
v5
·
2 years ago
2023-08-06 11:57am
v4
·
2 years ago
2023-07-30 9:25pm
v3
·
2 years ago
2023-07-29 1:16pm
v2
·
2 years ago
2023-07-15 12:05pm
v1
·
2 years ago
v4
2023-08-06 11:57am
Generated on Aug 6, 2023
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Dataset
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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
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647
Total Images
View All Images
Dataset Split
Train Set
88%
567
Images
Valid Set
8%
53
Images
Test Set
4%
27
Images
Preprocessing
Auto-Orient:
Applied
Resize:
Stretch to 640x640
Auto-Adjust Contrast:
Using Contrast Stretching
Augmentations
Outputs per training example:
3
Flip:
Horizontal
Rotation:
Between -5° and +5°
Shear:
±5° Horizontal, ±5° Vertical
Saturation:
Between -10% and +10%
Exposure:
Between -4% and +4%
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