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Search datasets and models
by image similarity


Project Type
Object Detection
Classification
Instance Segmentation
+3

Model Type
RF-DETR
YOLO26
YOLOv11
YOLOv8
YOLO-NAS
+4

Related Objects of Interest:
standardpremiumdefectsdefective

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Custom

Try Substandard Detection API

Run on custom image

Drop or click to upload

# 1. Import the library
from inference_sdk import InferenceHTTPClient

# 2. Connect to your workspace
client = InferenceHTTPClient(
  api_url="https://serverless.roboflow.com",
  api_key="API_KEY"
)

# 3. Run your workflow on an image
result = client.run_workflow(
  workspace_name="<YOUR_WORKSPACE>",
  workflow_id="<YOUR_WORKFLOW_ID>",
  images={
    "image": "YOUR_IMAGE.jpg"  # Path to your image file
  },
  parameters={
    "classes": "substandard"
  },
  use_cache=True  # cache workflow definition for 15 minutes
)

# 4. Get your results
print(result)

Top Substandard Datasets and Models

The datasets below can be used to train fine-tuned models for substandard detection. You can explore each dataset in your browser using Roboflow and export the dataset into one of many formats.

Related Objects of Interest:
standardpremiumdefectsdefective
Substandard Quality project thumbnail
Classification

Substandard Quality

by no

498 images
Substandard
Substandard Bean project thumbnail
Object Detection

Substandard Bean

by CACAO BEAN

500 images
Substandard Bean
Cacao Grades project thumbnail
Object Detection

Cacao Grades

by Cacao Modeling

1.94k images·1 model
PremiumStandardSubstandard
Cacao Datasets project thumbnail
Object Detection

Cacao Datasets

by YourEnemy

1.94k images·1 model
PremiumStandardSubstandard
cmm1 project thumbnail
Object Detection

cmm1

by manne

903 images
CardamomDefectsPremiumStandardSubstandard
Tikog Leaves Quality Detection project thumbnail
Object Detection

Tikog Leaves Quality Detection

by LJCaluza

44 images·2 models
StandardSubstandard
Substandard project thumbnail
Object Detection

Substandard

by PCP

220 images·1 model
StandardSubstandardpremium
Cacao Beans project thumbnail
Object Detection

Cacao Beans

by YourEnemy

1.93k images·1 model
PremiumStandardSubstandard
GR_NEW_COLOR_BASED project thumbnail
Object Detection

GR_NEW_COLOR_BASED

by Mds Workspace

183 images·5 models
350 and MASHGR-NEW-COLOR-BASEDSubstandard
cardamom project thumbnail
Object Detection

cardamom

by cardamom

878 images·1 model
DefectsPremiumStandardSubstandard
Testing_Substandard project thumbnail
Classification

Testing_Substandard

by no

302 images
Substandard
Cardamom Pods project thumbnail
Object Detection

Cardamom Pods

by Kunjuzs Workspace

878 images
PremiumStandardSubstandarddefective
Cardamom grader project thumbnail
Object Detection

Cardamom grader

by Kunjuzs Workspace

663 images·4 models
DefectivePremiumStandardSubstandard
Showing 1 - 13 of 13
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