diff --git a/.gitignore b/.gitignore
index 36460dd..112291e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,4 +5,6 @@
 
 **/*.sh
 **/*.txt
-**/docker/**
\ No newline at end of file
+**/docker/**
+!**/docker/docker-compose.yml
+!**/requirements.txt
\ No newline at end of file
diff --git a/.gitkeep b/.gitkeep
deleted file mode 100644
index 4d871b3..0000000
--- a/.gitkeep
+++ /dev/null
@@ -1 +0,0 @@
-**/docker/docker-compose.yml
\ No newline at end of file
diff --git a/docker/docker-compose.yml b/docker/docker-compose.yml
new file mode 100644
index 0000000..e27f26d
--- /dev/null
+++ b/docker/docker-compose.yml
@@ -0,0 +1,17 @@
+services:
+  db:
+    image: mariadb:latest
+    container_name: db
+    environment:
+      - MARIADB_ROOT_PASSWORD=1234
+    ports:
+      - 3306:3306
+    restart: unless-stopped
+    volumes:
+      - /home/laptop/dataset/scripts/docker/database:/var/lib/mysql
+  adminer:
+    image: adminer:latest
+    container_name: adminer
+    ports:
+      - 8080:8080
+    restart: unless-stopped
\ No newline at end of file
diff --git a/images.py b/images.py
new file mode 100644
index 0000000..25e2e72
--- /dev/null
+++ b/images.py
@@ -0,0 +1,30 @@
+from peconvert import convert, ImageTypes
+from tqdm import tqdm
+from sqlalchemy.orm import Session
+import os
+import sys
+from db.session import SessionLocal
+from models.entry import Entry
+from models.images import Image
+
+def main(folder_path: str, export: str, session: Session):
+    files = os.listdir(folder_path)
+    for file in tqdm(files):
+        entry = session.query(Entry).filter(Entry.sha256 == file).first()
+        image = Image(
+            entry_id = entry.id,
+            filename = file
+        )
+        file_path = f"{folder_path}/{file}"
+        export_path = f"{export}/{file}.png"
+        convert(file_path, export_path)
+        session.add(image)
+        session.commit()
+
+
+if __name__ == "__main__":
+    session = SessionLocal()
+    if len(sys.argv) == 3:
+        main(sys.argv[1], sys.argv[2], session)
+    else:
+        raise ValueError()
\ No newline at end of file
diff --git a/main.py b/main.py
index cdc7b64..ae14ffb 100644
--- a/main.py
+++ b/main.py
@@ -4,7 +4,7 @@ import hashlib
 import shutil
 import math
 from tqdm import tqdm
-from sqlalchemy.orm import sessionmaker, Session
+from sqlalchemy.orm import Session
 import pandas as pd
 from collections import Counter
 from db.session import SessionLocal
@@ -26,7 +26,7 @@ def get_hash(file_path: str, algorithm: str) -> str:
     with open(file_path, "rb") as f:
         return hashlib.file_digest(f, algorithm).hexdigest()
 
-def main(folder_path: str, session: sessionmaker[Session], file_len:int = -1, file_type_default: TypeEnum = TypeEnum.MALICIOUS):
+def main(folder_path: str, session: Session, file_len:int = -1, file_type_default: TypeEnum = TypeEnum.MALICIOUS):
     files: list[str] = os.listdir(folder_path)
     length = 0
     if file_len == -1:
diff --git a/migrations/env.py b/migrations/env.py
index 2418eae..f8c13d2 100644
--- a/migrations/env.py
+++ b/migrations/env.py
@@ -26,6 +26,7 @@ if config.config_file_name is not None:
 # target_metadata = mymodel.Base.metadata
 from db.base import Base
 from models.entry import Entry  # IMPORTANT: force model loading
+from models.images import Image
 
 target_metadata = Base.metadata
 
diff --git a/migrations/versions/2e92816ea461_.py b/migrations/versions/2e92816ea461_.py
new file mode 100644
index 0000000..36e2bdc
--- /dev/null
+++ b/migrations/versions/2e92816ea461_.py
@@ -0,0 +1,41 @@
+"""
+
+Revision ID: 2e92816ea461
+Revises: 36eb607a5bf0
+Create Date: 2026-06-14 19:54:48.977452
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision: str = '2e92816ea461'
+down_revision: Union[str, Sequence[str], None] = '36eb607a5bf0'
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+    """Upgrade schema."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.create_table('images',
+    sa.Column('id', sa.Integer(), nullable=False),
+    sa.Column('entry_id', sa.Integer(), nullable=False),
+    sa.Column('path', sa.String(length=255), nullable=False),
+    sa.ForeignKeyConstraint(['entry_id'], ['entries.id'], ),
+    sa.PrimaryKeyConstraint('id'),
+    sa.UniqueConstraint('entry_id')
+    )
+    op.create_index(op.f('ix_images_id'), 'images', ['id'], unique=False)
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    """Downgrade schema."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_index(op.f('ix_images_id'), table_name='images')
+    op.drop_table('images')
+    # ### end Alembic commands ###
diff --git a/migrations/versions/376ae9f9cf1b_.py b/migrations/versions/376ae9f9cf1b_.py
new file mode 100644
index 0000000..eb866d5
--- /dev/null
+++ b/migrations/versions/376ae9f9cf1b_.py
@@ -0,0 +1,34 @@
+"""
+
+Revision ID: 376ae9f9cf1b
+Revises: 2e92816ea461
+Create Date: 2026-06-14 19:55:33.468092
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+from sqlalchemy.dialects import mysql
+
+# revision identifiers, used by Alembic.
+revision: str = '376ae9f9cf1b'
+down_revision: Union[str, Sequence[str], None] = '2e92816ea461'
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+    """Upgrade schema."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.add_column('images', sa.Column('filename', sa.String(length=255), nullable=False))
+    op.drop_column('images', 'path')
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    """Downgrade schema."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.add_column('images', sa.Column('path', mysql.VARCHAR(length=255), nullable=False))
+    op.drop_column('images', 'filename')
+    # ### end Alembic commands ###
diff --git a/migrations/versions/3db63e16629b_.py b/migrations/versions/3db63e16629b_.py
new file mode 100644
index 0000000..79b5a31
--- /dev/null
+++ b/migrations/versions/3db63e16629b_.py
@@ -0,0 +1,32 @@
+"""
+
+Revision ID: 3db63e16629b
+Revises: 376ae9f9cf1b
+Create Date: 2026-06-14 20:16:44.750486
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision: str = '3db63e16629b'
+down_revision: Union[str, Sequence[str], None] = '376ae9f9cf1b'
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+    """Upgrade schema."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    pass
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    """Downgrade schema."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    pass
+    # ### end Alembic commands ###
diff --git a/migrations/versions/f988852b4ab6_.py b/migrations/versions/f988852b4ab6_.py
new file mode 100644
index 0000000..6752b22
--- /dev/null
+++ b/migrations/versions/f988852b4ab6_.py
@@ -0,0 +1,32 @@
+"""
+
+Revision ID: f988852b4ab6
+Revises: 3db63e16629b
+Create Date: 2026-06-14 20:17:26.165235
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision: str = 'f988852b4ab6'
+down_revision: Union[str, Sequence[str], None] = '3db63e16629b'
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+    """Upgrade schema."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    pass
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    """Downgrade schema."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    pass
+    # ### end Alembic commands ###
diff --git a/models/entry.py b/models/entry.py
index d0d693d..9ba60ab 100644
--- a/models/entry.py
+++ b/models/entry.py
@@ -1,6 +1,7 @@
 from enums.file_type import FileType
 from enums.type_enum import TypeEnum
 from sqlalchemy import Column, Integer, String, Enum, Double
+from sqlalchemy.orm import relationship
 from db.base import Base
 
 
@@ -15,4 +16,4 @@ class Entry(Base):
     sha256 = Column(String(255), nullable=False, unique=True)
     file_type = Column(Enum(FileType), nullable=False)
     entropy = Column(Double(), nullable=False)
-    malicious = Column(Enum(TypeEnum), nullable=False, name="type")
\ No newline at end of file
+    malicious = Column(Enum(TypeEnum), nullable=False, name="type")
diff --git a/models/images.py b/models/images.py
new file mode 100644
index 0000000..d87e644
--- /dev/null
+++ b/models/images.py
@@ -0,0 +1,13 @@
+from sqlalchemy import Column, Integer, String, ForeignKey
+from sqlalchemy.orm import relationship
+from db.base import Base
+
+
+class Image(Base):
+    __tablename__ = "images"
+
+    id = Column(Integer, primary_key=True, index=True)
+    entry_id = Column(Integer, ForeignKey("entries.id"), unique=True, nullable=False)
+
+    # example fields for image
+    filename = Column(String(255), nullable=False)
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..54da8da
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,21 @@
+alembic==1.18.4
+contourpy==1.3.3
+cycler==0.12.1
+fonttools==4.63.0
+greenlet==3.5.1
+kiwisolver==1.5.0
+Mako==1.3.12
+MarkupSafe==3.0.3
+matplotlib==3.11.0
+numpy==2.4.6
+packaging==26.2
+pandas==3.0.3
+peconvert @ git+https://github.com/vmillios/peconvert.git@8687d58117ead8e2fc473952ed6e15b81a1ab8ee
+pillow==12.2.0
+PyMySQL==1.2.0
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+six==1.17.0
+SQLAlchemy==2.0.50
+tqdm==4.68.2
+typing_extensions==4.15.0