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Atlas profile

Suceveanu Mircea Dan Sandu

@MirceaDanVerified GitHub profile

AI-Atlas score

Advanced
0100
Strongest
Computer Vision
67/100 domain score
Rank
2nd
Romania
2nd
  • RomaniaLocation
  • 8 Oct 2026Mapped
  • 9Projects
01Skills matrix

AI Skills Matrix

AI Skills Matrix scores, 0 to 100
Machine Learning62
Computer Vision67
Data Science23
NLP & LLMs0
AI Agents0
MLOps20

Each node is one domain, scored only from evidence in these public repositories. Select one to see why.

Deep, repeated, well-engineered work in this domain.

02Evaluated projects6 of 9

Ranked by contribution

Ordered by how much each project adds to the Atlas score, not by its own score. A project with evidence in several domains can rank above one with a slightly higher project score. Choose a domain to focus on the projects with meaningful evidence there.

01
61

Advanced

39% of Atlas Score

Architecture Reimplementation· Python

The repository implements a Patch Convolutional Vision Transformer (PatchCvT) model with a memory bank for contextual information, including training, evaluation, and C++ inference code.

Computer Vision0.90Machine Learning0.80MLOps0.30Data Science0.20
02
49

Implementation

20% of Atlas Score

Architecture Modification / Research· Jupyter Notebook

VISTA implements video object detection architectures (DETR, YOLO, SSD) augmented with optical flow encoding, motion GRU, and staticness prediction modules. It provides training and evaluation code for these modified models.

Computer Vision0.90Machine Learning0.80Data Science0.20
03
54

Implementation

15% of Atlas Score

ML Application· Python

The repository presents an end-to-end system for agricultural machinery guidance, comprising a deep learning model for semantic segmentation and waypoint prediction, training and evaluation scripts, a C++ inference engine for deployment, and a hardware design for a steering mechanism.

Machine Learning0.80Computer Vision0.80MLOps0.30Data Science0.20
04
44

Implementation

7% of Atlas Score

ML Application· Jupyter Notebook

This repository provides an end-to-end face mask detection system using transfer learning with MobileNetV2. It includes data loading, model training, evaluation, and a real-time inference script that integrates OpenCV-based face detection.

Machine Learning0.90Computer Vision0.70Data Science0.40
05
42

Implementation

5% of Atlas Score

Training Experiment· Python

The repository implements a neural cryptographic visual encoding system that trains an encoder to embed a message+key into an image, passes it through a simulated noisy channel, and decodes the message using a decoder network.

Machine Learning0.90Computer Vision0.60Data Science0.20
06

Research Reproduction· Python

This repository implements a relational dynamics toy model to explore whether quantum state, information, and causal structure can reproduce spacetime-like relational structure without an external time parameter. It includes modules for causal topology, quantum causality, Lorentzian geometry, and geometry reconstruction, along with extensive tests and documentation.

Data Science0.30Machine Learning0.20