75_butterfly_types_image_detection Open Source Model - An Image Classification Tool for Accurately Identifying 75 Types of Butterflies

75 Butterfly Types Image Detection

Developed by dima806

A butterfly image classification model based on the Vision Transformer architecture, capable of identifying 75 butterfly species with an accuracy of 96.74%

Image Classification

Transformers

Open Source License:Apache-2.0 #High-precision Butterfly Classification #Vision Transformer #Biodiversity Monitoring

Downloads 27

Release Time : 10/29/2023

Model Overview

A butterfly species classifier fine-tuned using Google's ViT-base model, suitable for ecological research and biodiversity monitoring

Model Features

High-precision Classification

Achieves an overall accuracy of 96.74% in the 75-class butterfly classification task

Vision Transformer Architecture

Utilizes advanced Transformer architecture for image processing with excellent feature extraction capabilities

Fine-grained Recognition

Capable of distinguishing visually similar butterfly species (e.g., different subspecies of Lycaenidae)

Model Capabilities

Butterfly Species Recognition

Image Classification

Biological Feature Extraction

Use Cases

Ecological Research

Field Butterfly Population Monitoring

Automatically identifies butterfly species in field photographs

Accurately records biodiversity data

Educational Applications

Insect Identification App

Integrated into mobile apps for real-time butterfly recognition

Helps students and nature enthusiasts identify butterfly species

🚀 Butterfly Classification Model

This project provides a model that can identify the type of butterfly in an image with approximately 97% accuracy. It offers a reliable solution for butterfly species recognition.

📚 Documentation

For more detailed information, please refer to this Kaggle notebook.

Model Details

Property	Details
Model Type	Based on `google/vit-base-patch16-224-in21k`
Metrics	Accuracy, F1
License	Apache-2.0

Classification Report

Classification report:

                           precision    recall  f1-score   support

          GREY HAIRSTREAK     0.9623    0.9808    0.9714        52
        COMMON BANDED AWL     0.9804    0.9434    0.9615        53
                 CHESTNUT     0.9815    1.0000    0.9907        53
     EASTERN DAPPLE WHITE     0.9362    0.8462    0.8889        52
        COMMON WOOD-NYMPH     0.9123    1.0000    0.9541        52
                CLEOPATRA     1.0000    0.9808    0.9903        52
          ELBOWED PIERROT     1.0000    0.9808    0.9903        52
   MILBERTS TORTOISESHELL     0.9434    0.9434    0.9434        53
                  PEACOCK     1.0000    1.0000    1.0000        52
                MALACHITE     1.0000    1.0000    1.0000        52
              RED ADMIRAL     0.9423    0.9245    0.9333        53
            INDRA SWALLOW     0.9804    0.9615    0.9709        52
           MOURNING CLOAK     1.0000    0.9808    0.9903        52
                  CRECENT     1.0000    0.9808    0.9903        52
                    AN 88     1.0000    1.0000    1.0000        52
            BECKERS WHITE     0.9455    1.0000    0.9720        52
                    ATALA     1.0000    1.0000    1.0000        52
          PURPLISH COPPER     0.9259    0.9615    0.9434        52
      SILVER SPOT SKIPPER     0.9286    1.0000    0.9630        52
          ZEBRA LONG WING     1.0000    1.0000    1.0000        52
              RED POSTMAN     0.9455    1.0000    0.9720        52
        TROPICAL LEAFWING     0.9623    0.9808    0.9714        52
                    JULIA     0.9444    0.9808    0.9623        52
            DANAID EGGFLY     0.9767    0.8077    0.8842        52
           AMERICAN SNOOT     0.9615    0.9434    0.9524        53
 BANDED ORANGE HELICONIAN     0.9800    0.9245    0.9515        53
                   ULYSES     1.0000    0.9623    0.9808        53
             LARGE MARBLE     0.9057    0.9231    0.9143        52
       RED SPOTTED PURPLE     0.9811    1.0000    0.9905        52
       EASTERN PINE ELFIN     0.9636    1.0000    0.9815        53
                   ADONIS     0.9811    0.9811    0.9811        53
          CLOUDED SULPHUR     0.8519    0.8679    0.8598        53
            CABBAGE WHITE     0.9630    1.0000    0.9811        52
        BLUE SPOTTED CROW     1.0000    0.9808    0.9903        52
              GOLD BANDED     0.9815    1.0000    0.9907        53
                  VICEROY     1.0000    0.9811    0.9905        53
         MANGROVE SKIPPER     0.9804    0.9615    0.9709        52
                   MESTRA     1.0000    0.9038    0.9495        52
          CAIRNS BIRDWING     1.0000    1.0000    1.0000        53
         BLACK HAIRSTREAK     0.9800    0.9423    0.9608        52
               PAPER KITE     1.0000    1.0000    1.0000        52
          ORCHARD SWALLOW     0.9615    0.9615    0.9615        52
           ORANGE OAKLEAF     1.0000    1.0000    1.0000        52
         PIPEVINE SWALLOW     1.0000    1.0000    1.0000        52
           SCARCE SWALLOW     0.9811    0.9811    0.9811        53
        PURPLE HAIRSTREAK     0.9615    0.9434    0.9524        53
             PAINTED LADY     0.9630    1.0000    0.9811        52
             EASTERN COMA     0.8033    0.9423    0.8673        52
       CHECQUERED SKIPPER     1.0000    0.8846    0.9388        52
         SOUTHERN DOGFACE     0.9057    0.9057    0.9057        53
            CRIMSON PATCH     1.0000    1.0000    1.0000        52
      YELLOW SWALLOW TAIL     0.9464    1.0000    0.9725        53
                 POPINJAY     1.0000    1.0000    1.0000        53
              BLUE MORPHO     0.9811    1.0000    0.9905        52
              COPPER TAIL     0.9184    0.8654    0.8911        52
           BROWN SIPROETA     0.9811    1.0000    0.9905        52
 GREEN CELLED CATTLEHEART     1.0000    0.9623    0.9808        53
               PINE WHITE     1.0000    0.9808    0.9903        52
               WOOD SATYR     0.9630    0.9811    0.9720        53
            QUESTION MARK     0.9302    0.7692    0.8421        52
              RED CRACKER     1.0000    0.9808    0.9903        52
               ORANGE TIP     0.9815    1.0000    0.9907        53
            SLEEPY ORANGE     0.9623    0.9623    0.9623        53
AFRICAN GIANT SWALLOWTAIL     1.0000    0.9811    0.9905        53
           BANDED PEACOCK     1.0000    1.0000    1.0000        53
             GREAT EGGFLY     0.8387    1.0000    0.9123        52
                SOOTYWING     0.9630    0.9811    0.9720        53
          IPHICLUS SISTER     1.0000    1.0000    1.0000        53
       TWO BARRED FLASHER     0.9298    1.0000    0.9636        53
       CLODIUS PARNASSIAN     0.9811    1.0000    0.9905        52
                  APPOLLO     0.9811    0.9811    0.9811        53
                  MONARCH     0.9811    1.0000    0.9905        52
           STRAITED QUEEN     0.9630    1.0000    0.9811        52
                METALMARK     0.9600    0.9057    0.9320        53
                GREAT JAY     1.0000    0.9623    0.9808        53

                 accuracy                         0.9674      3930
                macro avg     0.9685    0.9674    0.9673      3930
             weighted avg     0.9685    0.9674    0.9673      3930

📄 License

This project is licensed under the Apache-2.0 license.

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