Skip to content
Showcase/CUB-200-2011 Fine-Grained Bird Classification
advancedimage

CUB-200-2011 Fine-Grained Bird Classification

Fine-grained visual categorization of 200 bird species (Wah et al., 2011). Annotate bird images with species labels, part locations, and attribute annotations.

Labels:outdoornatureurbanpeopleanimal+−

Configuration Fileconfig.yaml

# CUB-200-2011 Fine-Grained Bird Classification Configuration
# Based on Wah et al., 2011

annotation_task_name: "CUB-200 Bird Species Classification"
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: "radio"
    name: "bird_family"
    description: "Select the bird family"
    labels:
      - name: "warbler"
        tooltip: "Small songbirds including warblers"
      - name: "sparrow"
        tooltip: "Sparrows and related species"
      - name: "vireo"
        tooltip: "Vireos"
      - name: "woodpecker"
        tooltip: "Woodpeckers and related"
      - name: "flycatcher"
        tooltip: "Flycatchers"
      - name: "wren"
        tooltip: "Wrens"
      - name: "gull"
        tooltip: "Gulls and terns"
      - name: "tern"
        tooltip: "Terns"
      - name: "blackbird"
        tooltip: "Blackbirds and orioles"
      - name: "other"
        tooltip: "Other bird families"

  - annotation_type: "multiselect"
    name: "visual_attributes"
    description: "Select visible attributes"
    labels:
      - name: "has_bill_shape_hooked"
        tooltip: "Bill is hooked"
      - name: "has_bill_shape_cone"
        tooltip: "Bill is cone-shaped"
      - name: "has_wing_pattern_striped"
        tooltip: "Wings have striped pattern"
      - name: "has_wing_pattern_solid"
        tooltip: "Wings are solid colored"
      - name: "has_breast_pattern_spotted"
        tooltip: "Breast has spots"
      - name: "has_breast_color_yellow"
        tooltip: "Breast is yellow"
      - name: "has_breast_color_white"
        tooltip: "Breast is white"
      - name: "has_crown_color_black"
        tooltip: "Crown is black"
      - name: "has_eye_color_red"
        tooltip: "Eyes are red"
      - name: "has_tail_shape_forked"
        tooltip: "Tail is forked"

  - annotation_type: "radio"
    name: "visibility"
    description: "How visible is the bird?"
    labels:
      - name: "fully_visible"
        tooltip: "Bird is completely visible"
      - name: "partially_occluded"
        tooltip: "Bird is partially hidden"
      - name: "mostly_occluded"
        tooltip: "Most of bird is hidden"

  - annotation_type: "text"
    name: "species_name"
    description: "Enter the specific species name if known"

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": "cub_001",
    "image_url": "https://upload.wikimedia.org/wikipedia/commons/thumb/4/45/Eopsaltria_australis_-_Mogo_Campground.jpg/1200px-Eopsaltria_australis_-_Mogo_Campground.jpg",
    "context": "Identify the bird species and annotate visible attributes. Note any distinctive features."
  },
  {
    "id": "cub_002",
    "image_url": "https://upload.wikimedia.org/wikipedia/commons/thumb/a/a7/Camponotus_flavomarginatus_ant.jpg/1200px-Camponotus_flavomarginatus_ant.jpg",
    "context": "Classify this bird and mark all visible body part attributes."
  }
]

// ... 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/classification/cub-200-birds
potato start config.yaml

Details

Annotation Types

multiselectradiotext

Domain

Computer VisionFine-Grained Classification

Use Cases

Bird Species ClassificationFine-Grained RecognitionAttribute Annotation

Tags

birdsfine-grainedspeciesattributescaltechwildlife

Found an issue or want to improve this design?

Open an Issue

Related Designs

FLAIR: French Land Cover from Aerospace Imagery

Land use and land cover classification from high-resolution aerial imagery. Annotators classify the primary land use category of aerial image patches and identify any secondary land uses present. Based on the FLAIR dataset from the French National Institute of Geographic and Forest Information (IGN).

multiselectradio

iWildCam Wildlife Detection & Classification

Camera trap image classification for wildlife monitoring (Beery et al., CVPR 2019). Classify wildlife species from camera trap images across diverse ecosystems worldwide.

multiselectradio

KITTI Road Object Detection

Autonomous driving benchmark for object detection (Geiger et al., CVPR 2012). Annotate vehicles, pedestrians, and cyclists with 3D bounding boxes and occlusion/truncation labels.

multiselectradio