MorphGuard - Setup Dashboard

Dashboard

Data Setup

Training

Metrics

🚁 Drone-Link

System Users

System Status

Detector Service Running

Demorphing Service Running

Verification Service Running

Database Connection Connected

Model Status

Detector Model v2.3.0

Accuracy: 94%

Demorpher Model v1.8.5

Accuracy: 87%

Verification Model v2.1.1

Accuracy: 95%

Resource Usage

CPU Usage 42%

GPU Memory 6.2GB / 11GB

System Memory 8.4GB / 32GB

Disk Usage 412GB / 1TB

Forensic Evidence

Configure immutable evidence logging for compliance and legal requirements.

Enable Blockchain Logging

Log all detections to Ethereum for immutable audit trails.

Network

Status: Not Connected

Recent Activity

Time	Event	User	Status
2025-05-15 06:32:15	Detector model training completed	admin	Success
2025-05-15 05:48:22	System backup completed	system	Success
2025-05-15 04:15:09	New dataset uploaded	researcher1	Success
2025-05-14 22:30:58	Demorpher model optimization	admin	Success
2025-05-14 18:11:42	GPU driver update	system	Warning

Dataset Statistics

Training Images

▲ {{ stats.train_morph }} morph images

Validation Images

▲ {{ stats.val_morph }} morph images

Morph Images

▲ {{ stats.val_morph }} validation morph

Real Images

▲ {{ stats.external_faces }} external faces

Class Distribution

Morph ({{ stats.morph_percent }}%)

Real ({{ stats.real_percent }}%)

Pre-built Datasets

Dataset Type

Ready-to-use datasets provide:

Pre-labeled training samples
Balanced class distribution
Automatic train/validation split
Organized folder structure

Upload Custom Dataset

Dataset Type

Dataset Files (ZIP)

Dataset Configuration

Auto-split train/validation

Apply standard augmentation

API Key Management

AWS Access Key

AWS Secret Key

Pexels API Key

External Dataset Links

Data Ingestion & Bootstrapping

Real Faces (train)

Morph Faces (train)

Real Faces (val)

Morph Faces (val)

LFW Count

Pexels Count

UTKFace Count

CelebA Count

VGGFace2 (Manual)

Bootstrap Dataset (train & val)

Dataset Browser

📁

No Dataset Images Found

Use the data ingestion tools on the left to populate your training dataset.

Quick Start Options:

Click Fetch Real to download real face images
Click Generate Morphs to create morph training data
Click Bootstrap Data for a quick start dataset

Page 1 of {{ ((stats.total_morph + stats.total_real) / 6) | round(0, 'ceil') | int }}

Flagged Images

Image	Filename	Current Label	Flagged As	Reason	Actions
✓ No flagged images to review Images flagged during detection will appear here

Image

Filename

Current Label

Flagged As

Reason

Actions

✓

No flagged images to review

Images flagged during detection will appear here

Training Configuration

Model Type

Architecture

Batch Size

Learning Rate

Epochs

Optimizer

Loss Function

Enable mixed precision

Checkpoint best model

Enable early stopping

Advanced Configuration

Loss Weighting

Morph Weight

Real Weight

Regularization

Weight Decay

Dropout Rate

Learning Rate Schedule

Data Augmentation

Random Crop

Horizontal Flip

Color Jitter

Random Rotation

Gaussian Blur

Random Erasing

Monitoring

TensorBoard

TimescaleDB

Grafana

WandB

Advanced YAML Configuration

Current Training Progress

Status

Training in Progress

Model

Morph Detector (M2TR)

Epoch

14 / 50

ETA

3h 22m

Best Accuracy

94.2%

Progress 28% (14/50 epochs)

Loss Curve

Loss visualization chart

Accuracy Curve

Accuracy visualization chart

Model Training History

Date	Model	Architecture	Accuracy	Loss	Status
2025-05-15	Morph Detector v2.3.0	M2TR (ViT-Base)	94.2%	0.187	In Progress
2025-05-12	Demorpher v1.8.5	GAN (pix2pixHD)	87.3%	0.346	Completed
2025-05-05	Morph Detector v2.2.8	ResNet-50	91.7%	0.215	Completed
2025-04-28	Verifier v2.1.1	EfficientNet-B3	95.4%	0.112	Completed

System Resources Dashboard

CPU Usage

Current Usage

42%

Temperature

62°C

Processes

128

Load Average

2.14

CPU usage over time chart

Top Processes

PID

USER

%CPU

%MEM

COMMAND

12345

root

15.2

6.4

python app.py

12346

root

8.7

4.2

python train_pl.py

12347

root

2.1

1.8

nginx

GPU Monitoring

GPU Utilization

76%

Temperature

78°C

Memory Used

6.2 GB

Power Draw

185W

GPU utilization over time chart

GPU Processes

PID

USER

GPU-MEM

%GPU

COMMAND

12346

root

4512MB

72%

python train_pl.py

12345

root

1724MB

python app.py

Memory Usage

System Memory 8.4GB / 32GB (26%)

Swap Memory 0.2GB / 8GB (2.5%)

GPU Memory 6.2GB / 11GB (56%)

Memory usage over time chart

Storage

System Disk (SSD) 412GB / 1TB (41%)

Data Disk (HDD) 3.6TB / 8TB (45%)

Disk I/O over time chart

Directory Usage

🚁 Connection Manager

🔗 Active Paths 0 Active

📶 Pi WiFi

Not Connected

🔌 Pixracer USB

Not Connected

📻 915MHz Radio

Not Connected

Quick Connect

Connection URI

Connection Type

Enable Auto-Failover <10s switch

Backup:

Status: Disconnected

Telemetry Source: --

Video Source: --

📡 Pixracer Telemetry

🛰️ GPS Position Waiting...

Altitude (MSL) --

Relative Alt (AGL) --

🎯 Attitude

Roll

--°

Pitch

--°

Yaw/Hdg

--°

🔋 Battery

--V

⚡ Armed

Disarmed

System ID: -- Last Update: --

👤 Live Face Detection

📡 Disconnected

GPS: --

Alt: --m

Batt: --%

Faces: 0

Morphs: 0

📡 Video feed connects automatically via Connection Manager

WS Status: Waiting...

Stream Quality:

🔍 Detection Events

No detection events yet.
Connect to start receiving face detection alerts.

Auto-analyze in MorphGuard Include GPS

User Statistics

Total Users

Active Now

Admins

Researchers

User Roles Distribution

Admin (18.5%)

Researcher (44.5%)

Viewer (37%)

Add New User

Username

Password

Confirm Password

Role

Department

Permissions

View Datasets

Upload Datasets

View Models

Train Models

Modify Systems

Manage Users

User List

Username	Email	Role	Last Login	Status
admin	admin@morphguard.com	Admin	2025-05-15 06:12:33	Active
researcher1	researcher1@morphguard.com	Researcher	2025-05-15 04:08:52	Active
viewer1	viewer1@morphguard.com	Viewer	2025-05-14 15:42:18	Active
researcher2	researcher2@morphguard.com	Researcher	2025-05-13 09:23:05	Inactive
admin2	admin2@morphguard.com	Admin	2025-05-10 11:14:27	Active

Page 1 of 3

MorphGuard Setup

System Status

Model Status

Resource Usage

Forensic Evidence

Recent Activity

Dataset Statistics

Class Distribution

Pre-built Datasets

Upload Custom Dataset

API Key Management

External Dataset Links

Data Ingestion & Bootstrapping

VGGFace2 (Manual)

Bootstrap Dataset (train & val)

Dataset Browser

No Dataset Images Found

Flagged Images

Training Configuration

Advanced Configuration

Current Training Progress

Loss Curve

Accuracy Curve

Model Training History

System Resources Dashboard

CPU Usage

Top Processes

GPU Monitoring

GPU Processes

Memory Usage

Storage

Directory Usage

🚁 Connection Manager

📡 Pixracer Telemetry

👤 Live Face Detection

📸 Captured Snapshot

🔍 Detection Events

📻 Radio Link (915MHz)

User Statistics

User Roles Distribution

Add New User

User List