IdeaCredIdeaCred

xinsaa/PiLENS-Real-Time-AI-Based-Suspicious-Activity-Detection-with-NightVision-on-Raspberry-Pi

41

๐Ÿ‘ Detect suspicious activity in real-time with AI-powered night vision surveillance on Raspberry Pi for reliable low-light security monitoring.

What's novel

๐Ÿ‘ Detect suspicious activity in real-time with AI-powered night vision surveillance on Raspberry Pi for reliable low-light security monitoring.

Code Analysis

0 files read ยท 3 rounds

A project claiming to perform real-time AI-based suspicious activity detection on a Raspberry Pi using CNN and LSTM models, but the source code files were inaccessible for review.

Strengths

The README provides clear system requirements and installation instructions for a Raspberry Pi deployment scenario.

Weaknesses

Unable to evaluate code quality, architecture, or logic because the core source files (Program_1.py, Program_2.py, Program_3.py) could not be retrieved. The project appears to rely on external downloads rather than providing inspectable source code in the repository.

Score Breakdown

Innovation
3 (25%)
Craft
33 (35%)
Traction
8 (15%)
Scope
47 (25%)

Signal breakdown

Innovation

Not Fork+1
Code Novelty+0
Concept Novelty+1

Craft

Ci-2
Tests-3
Polish+0
Releases+0
Has License+5
Code Quality+5
Readme Quality+15
Recent Activity+7
Structure Quality+4
Commit Consistency+2
Has Dependency Mgmt+0

Traction

Forks+0
Stars+6
Hn Points+0
Watchers+0
Early Traction+0
Devto Reactions+0
Community Contribs+2

Scope

Commits+7
Languages+5
Subsystems+5
Bloat Penalty+0
Completeness+6
Contributors+6
Authored Files+8
Readme Code Match+3
Architecture Depth+3
Implementation Depth+8

Evidence

Commits

40

Contributors

2

Files

13

Active weeks

3

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

1

Forks

0

License

Apache-2.0