CelebA Face Attributes Classification

Large-scale face attributes dataset with 40 binary attributes (Liu et al., ICCV 2015). Annotate celebrity face images with attributes including hair color, age, gender, and facial features.

Configuration Fileconfig.yaml

# CelebA Face Attributes Classification Configuration
# Based on Liu et al., ICCV 2015

annotation_task_name: "CelebA Face Attributes"
task_dir: "."

data_files:
  - "sample-data.json"

item_properties:
  id_key: "id"
  text_key: "image_url"
  context_key: "context"

user_config:
  allow_all_users: true

annotation_schemes:
  - annotation_type: "multiselect"
    name: "hair_attributes"
    description: "Select hair attributes"
    labels:
      - name: "bald"
        tooltip: "Little or no hair"
      - name: "bangs"
        tooltip: "Has bangs/fringe"
      - name: "black_hair"
        tooltip: "Black hair color"
      - name: "blond_hair"
        tooltip: "Blonde hair color"
      - name: "brown_hair"
        tooltip: "Brown hair color"
      - name: "gray_hair"
        tooltip: "Gray or white hair"
      - name: "straight_hair"
        tooltip: "Straight hair"
      - name: "wavy_hair"
        tooltip: "Wavy hair"
      - name: "receding_hairline"
        tooltip: "Receding hairline"

  - annotation_type: "multiselect"
    name: "facial_features"
    description: "Select facial features"
    labels:
      - name: "arched_eyebrows"
        tooltip: "Arched eyebrows"
      - name: "bushy_eyebrows"
        tooltip: "Bushy eyebrows"
      - name: "big_lips"
        tooltip: "Full/big lips"
      - name: "big_nose"
        tooltip: "Big nose"
      - name: "pointy_nose"
        tooltip: "Pointy nose"
      - name: "high_cheekbones"
        tooltip: "High cheekbones"
      - name: "narrow_eyes"
        tooltip: "Narrow eyes"
      - name: "bags_under_eyes"
        tooltip: "Bags under eyes"
      - name: "double_chin"
        tooltip: "Double chin"

  - annotation_type: "multiselect"
    name: "facial_hair"
    description: "Select facial hair attributes"
    labels:
      - name: "5_o_clock_shadow"
        tooltip: "Light stubble"
      - name: "goatee"
        tooltip: "Goatee"
      - name: "mustache"
        tooltip: "Mustache"
      - name: "no_beard"
        tooltip: "Clean shaven"
      - name: "sideburns"
        tooltip: "Sideburns"

  - annotation_type: "multiselect"
    name: "accessories"
    description: "Select accessories"
    labels:
      - name: "eyeglasses"
        tooltip: "Wearing eyeglasses"
      - name: "wearing_hat"
        tooltip: "Wearing a hat"
      - name: "wearing_earrings"
        tooltip: "Wearing earrings"
      - name: "wearing_necktie"
        tooltip: "Wearing necktie"
      - name: "wearing_lipstick"
        tooltip: "Wearing lipstick"
      - name: "heavy_makeup"
        tooltip: "Heavy makeup"

  - annotation_type: "multiselect"
    name: "demographics"
    description: "Select demographic attributes"
    labels:
      - name: "male"
        tooltip: "Male presenting"
      - name: "young"
        tooltip: "Young (under ~40)"
      - name: "attractive"
        tooltip: "Conventionally attractive"
      - name: "smiling"
        tooltip: "Smiling expression"

interface_config:
  item_display_format: "<img src='{{text}}' style='max-width:100%; max-height:500px;'/><br/><small>{{context}}</small>"

output_annotation_format: "json"
output_annotation_dir: "annotations"

Sample Datasample-data.json

[
  {
    "id": "celeba_001",
    "image_url": "https://upload.wikimedia.org/wikipedia/commons/thumb/c/c2/Aiga_toiletsq_men.svg/800px-Aiga_toiletsq_men.svg.png",
    "context": "Annotate face attributes: hair, facial features, facial hair, accessories, and demographics."
  },
  {
    "id": "celeba_002",
    "image_url": "https://upload.wikimedia.org/wikipedia/commons/thumb/4/4d/Cat_November_2010-1a.jpg/1200px-Cat_November_2010-1a.jpg",
    "context": "Select all applicable face attributes from the CelebA attribute list."
  }
]

// ... and 1 more items

Get This Design

View on GitHub

Clone or download from the repository

Quick start:

git clone https://github.com/davidjurgens/potato-showcase.git
cd potato-showcase/image/specialized/celeba
potato start config.yaml

Details

Annotation Types

multiselect

Domain

Computer VisionFace Analysis

Use Cases

Face Attribute ClassificationFace DetectionDemographic Analysis

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