object-segmentation/src/database/schema.sql

-- Microscopy Object Detection Application - Database Schema
-- SQLite Database Schema for storing models, images, detections, and annotations

-- Models table: stores trained model information
CREATE TABLE IF NOT EXISTS models (
    id INTEGER PRIMARY KEY AUTOINCREMENT,
    model_name TEXT NOT NULL,
    model_version TEXT NOT NULL,
    model_path TEXT NOT NULL,
    base_model TEXT NOT NULL DEFAULT 'yolov8s.pt',
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
    training_params TEXT,  -- JSON string of training parameters
    metrics TEXT,          -- JSON string of validation metrics
    UNIQUE(model_name, model_version)
);

-- Images table: stores image metadata
CREATE TABLE IF NOT EXISTS images (
    id INTEGER PRIMARY KEY AUTOINCREMENT,
    relative_path TEXT NOT NULL UNIQUE,
    filename TEXT NOT NULL,
    width INTEGER,
    height INTEGER,
    captured_at TIMESTAMP,
    added_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
    checksum TEXT
);

-- Detections table: stores detection results
CREATE TABLE IF NOT EXISTS detections (
    id INTEGER PRIMARY KEY AUTOINCREMENT,
    image_id INTEGER NOT NULL,
    model_id INTEGER NOT NULL,
    class_name TEXT NOT NULL,
    x_min REAL NOT NULL CHECK(x_min >= 0 AND x_min <= 1),
    y_min REAL NOT NULL CHECK(y_min >= 0 AND y_min <= 1),
    x_max REAL NOT NULL CHECK(x_max >= 0 AND x_max <= 1),
    y_max REAL NOT NULL CHECK(y_max >= 0 AND y_max <= 1),
    confidence REAL NOT NULL CHECK(confidence >= 0 AND confidence <= 1),
    segmentation_mask TEXT,  -- JSON string of polygon coordinates [[x1,y1], [x2,y2], ...]
    detected_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
    metadata TEXT,  -- JSON string for additional metadata
    FOREIGN KEY (image_id) REFERENCES images (id) ON DELETE CASCADE,
    FOREIGN KEY (model_id) REFERENCES models (id) ON DELETE CASCADE
);

-- Annotations table: stores manual annotations (future feature)
CREATE TABLE IF NOT EXISTS annotations (
    id INTEGER PRIMARY KEY AUTOINCREMENT,
    image_id INTEGER NOT NULL,
    class_name TEXT NOT NULL,
    x_min REAL NOT NULL CHECK(x_min >= 0 AND x_min <= 1),
    y_min REAL NOT NULL CHECK(y_min >= 0 AND y_min <= 1),
    x_max REAL NOT NULL CHECK(x_max >= 0 AND x_max <= 1),
    y_max REAL NOT NULL CHECK(y_max >= 0 AND y_max <= 1),
    segmentation_mask TEXT,  -- JSON string of polygon coordinates [[x1,y1], [x2,y2], ...]
    annotator TEXT,
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
    verified BOOLEAN DEFAULT 0,
    FOREIGN KEY (image_id) REFERENCES images (id) ON DELETE CASCADE
);

-- Create indexes for performance optimization
CREATE INDEX IF NOT EXISTS idx_detections_image_id ON detections(image_id);
CREATE INDEX IF NOT EXISTS idx_detections_model_id ON detections(model_id);
CREATE INDEX IF NOT EXISTS idx_detections_class_name ON detections(class_name);
CREATE INDEX IF NOT EXISTS idx_detections_detected_at ON detections(detected_at);
CREATE INDEX IF NOT EXISTS idx_detections_confidence ON detections(confidence);
CREATE INDEX IF NOT EXISTS idx_images_relative_path ON images(relative_path);
CREATE INDEX IF NOT EXISTS idx_images_added_at ON images(added_at);
CREATE INDEX IF NOT EXISTS idx_annotations_image_id ON annotations(image_id);
CREATE INDEX IF NOT EXISTS idx_models_created_at ON models(created_at);