https://github.com/abtaaahi/snapdetect

Image Recognition by Tensorflow Lite & Knowledge Graph Search API for Details
https://github.com/abtaaahi/snapdetect

api glide knowledge-graph kotlin

Last synced: about 12 hours ago
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Image Recognition by Tensorflow Lite & Knowledge Graph Search API for Details

• Host: GitHub
• URL: https://github.com/abtaaahi/snapdetect
• Owner: abtaaahi
• Created: 2024-06-20T17:24:59.000Z (5 months ago)
• Default Branch: main
• Last Pushed: 2024-10-23T14:33:48.000Z (23 days ago)
• Last Synced: 2024-10-23T17:28:15.733Z (23 days ago)
• Topics: api, glide, knowledge-graph, kotlin
• Language: Kotlin
• Homepage:
• Size: 13.9 MB
• Stars: 2
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# SnapDetect - an object recognition app through image.

Developed an object recognition application for Android using TensorFlow Lite and MobileNet V3 model to 

identify objects through images used Retrofit for fetch data.

A real-time object recognition feature, enhancing user interaction and engagement.

## Demo Video

[![SnapDetect Demo Video](https://img.youtube.com/vi/v7t7c2WBi1M/hqdefault.jpg)](https://youtube.com/shorts/v7t7c2WBi1M?si=sbQ9ZKE5gLNt20Wt)

## API Reference

References:

Model: MobileNet V3 ( https://shorturl.at/VEnYT )

API: Knowledge Graph Search ( https://shorturl.at/Jlbb1 )

#### Dependencies 

```

    implementation("com.github.bumptech.glide:glide:4.12.0")

    implementation("com.squareup.retrofit2:retrofit:2.9.0")

    implementation("com.squareup.retrofit2:converter-gson:2.9.0")

    implementation("org.tensorflow:tensorflow-lite:2.7.0")

    implementation("org.tensorflow:tensorflow-lite-support:0.2.0")

    implementation("org.tensorflow:tensorflow-lite-gpu:2.7.0")

```

#### Get item

```

import retrofit2.Call

import retrofit2.http.GET

import retrofit2.http.Query

interface KnowledgeGraphApiService {

    @GET("v1/entities:search")

    fun getEntityDetails(

        @Query("query") query: String,

        @Query("key") apiKey: String

    ): Call

}

```

#### Convert to GSON

```

    val retrofit = Retrofit.Builder()

            .baseUrl("https://kgsearch.googleapis.com/")

            .addConverterFactory(GsonConverterFactory.create())

            .build()

```

## Features

📸 Capture images via camera

🖼️ Select images from the gallery

🌐 Use images from URLs

📤 Share images and details seamlessly

## Tech Stack

**Development Environment:** Android Studio

**Programming Language:** Kotlin

**Framework:** TensorFlow Lite

**API Integration:** Knowledge Graph Search

**Model:** MobileNet V3

**User Interface Design:** Material Design Principles

**Testing:** Unit Testing, Integration Testing, User Testing