Oat Milk Product Occlusion Image Dataset
V1.0Latest Update: | 2026-01-13 | Samples: | 5000 records |
Samples: | 5000 records | ||
File Size: | 1.5G | Format: | JPG/PNG/JSON |
Format: | JPG/PNG/JSON | ||
Data Domain: | Image | Holder: |  MOBIUSI INC |
Holder: | MOBIUSI INC | ||
Industry Scope: | product recognition | image classification | inventory management | ||
Applications: | object detection | image segmentation | ||
Brief Introduction
The retail e-commerce industry is facing challenges in accurately identifying products in images where brand logos or packaging may be occluded. Existing solutions often struggle with the variability in occlusion types and the impact they have on image recognition accuracy. This dataset aims to address these specific challenges by providing a comprehensive collection of occluded product images featuring brands like Oatly, Silk, and Alpro. The data is collected using high-resolution cameras in controlled environments, ensuring optimal lighting and clarity. Quality control measures involve multiple rounds of annotations, consistency checks among annotators, and expert reviews to ensure high accuracy. The dataset is stored in JPEG format, organized by brand and occlusion type for easy access and analysis.
Sample Examples
| Image | File Name | Resolution | Target Quantity | Target Type | Occlusion Level | Target Location | Background Complexity | Lighting Conditions | Image Clarity | Contrast Level |
|---|---|---|---|---|---|---|---|---|---|---|
 | 87b1d4e6c78a784a875c62422b6bae26.jpg | 1224*1632 | 2 | Oat Milk Packaging and Glass Cup | Unoccluded | Oat Milk Packaging located on the left (x:100, y:100, width:150, height:400), Glass Cup located on the bottom right (x:250, y:300, width:130, height:180) | Simple | Bright | Clear | Medium Contrast |
 | 926ddc3305493d5c2ab8921c172ceaef.jpg | 1060*1885 | 1 | Oat Milk Packaging | Partially Occluded | (x, y, width, height) Unknown | Simple | Bright | Clear | High Contrast |
 | b52aa5c3dbaaed7ef9e84a7c81d5349f.jpg | 1100*1433 | 1 | Oat Milk Packaging | Unoccluded | Centrally located in the image | Simple | Bright | Clear | Medium Contrast |
 | 527400859bee90c0cb04771fd3619886.jpg | 972*2055 | 1 | Oat milk packaging | No occlusion | (x: 200, y: 50, width: 300, height: 500) | Simple | Bright | Clear | Medium contrast |
 | acfca10dd4fa060045c1a069c0c1096b.jpg | 1224*1632 | 1 | Oat milk packaging | Partial occlusion | (x: 100, y: 100, width: 300, height: 200) | Complex | Dim | Blurry | Low contrast |
 | 2edfebab6206f1fc306c9faa083daaa5.jpg | 1024*1820 | 1 | Oat milk packaging | No occlusion | Center left | Simple | Bright | Clear | Medium contrast |
 | ca9081a2cbd51c99d977d73ff423f4e4.jpg | 1066*1875 | 3 | Oat milk packaging, Glass cup, Transparent pouring container | No occlusion | Oat milk packaging:(100, 150, 200, 450), Glass cup:(350, 300, 150, 200), Pouring container:(450, 100, 100, 200) | Simple | Bright | Clear | Medium contrast |
 | a8713a50bbdbcd3c1f95dd16ecab2cad.jpg | 2268*4032 | 1 | Oat milk packaging | No occlusion | (x: Top left, y: Center, width: Approximate package width, height: Approximate package height) | Simple | Bright | Clear | Medium contrast |
 | 287d9d61299687a0f9549bafd67ba1ab.jpg | 814*1248 | 1 | Oat milk packaging | No occlusion | (100, 50, 300, 700) | Complex | Bright | Clear | Medium contrast |
 | 6beff80a165d68a1ba4745056f604f7e.jpg | 1060*1885 | 1 | Oat milk packaging | Partial occlusion | (500, 200, 100, 250) | Simple | Bright | Clear | High contrast |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| object_count | int | The number of identifiable target objects in the image. |
| object_type | string | The type of goods identified in the image, such as oat milk packaging, bottle caps, etc. |
| occlusion_level | string | The degree to which various objects in the image are occluded, for example: no occlusion, partial occlusion, full occlusion. |
| object_position | string | The position coordinates of the target within the image, such as a rectangle defined by (x, y, width, height). |
| background_complexity | string | The complexity of the image background, for example: simple, complex. |
| light_condition | string | The lighting conditions at the time the image was taken, such as: bright, dim. |
| image_clarity | string | The clarity of the image, for example: clear, blurry. |
| contrast_level | string | The contrast level of the image, for example: high contrast, medium contrast, low contrast. |
Compliance Statement
| Item | Content |
|---|---|
| Authorization Type | CC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike) |
| Commercial Use | Requires exclusive subscription or authorization contract (monthly or per-invocation charging) |
| Privacy and Anonymization | No PII, no real company names, simulated scenarios follow industry standards |
| Compliance System | Compliant with China’s Data Security Law / EU GDPR / supports enterprise data access logs |
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