Biography:
I am an Applied Research Leader at Adobe Firefly, and I am working on products that leverages generative AI to enable creative and
expressive designs. With over 13 years of R&D experience in machine learning and computer vision, I have a strong track record of
developing and applying cutting-edge algorithms to solve real-world problems and enhance user experiences. I hold a PhD in multimedia
information retrieval and machine learning, and I have multiple patents and awards for my innovative work in this field.
In my current role, I lead a team of talented ML researchers and engineers to develop state-of-the-art algorithms for Firefly,
in domains such as design generation, vectorial images, and large language models. I have also contributed to the development of
Neural Filters for Adobe Photoshop, one of the most popular and advanced features that uses AI to transform and enhance
images (Old Photo Restoration, Automatic Colorisation, Style Transfer, Super Zoom, Jpeg Artefacts Removal etc).
My mission is to bring the state-of-the-art Generative AI algorithms to millions of users and empower them to unleash their creativity.
Prior to joining as a researcher on various companies, I spent nine
memorable years as PhD, Post-Doctoral Researcher and Assistant Professor at University Politechnica Of Bucharest,
in the Image Processing and Analysis Laboratory. I obtained my PhD in 2013 under the supervision of Prof. Radu
Dogaru.
My research interests includes content based multimedia retrieval, computer vision and machine learning.
Internships: I am always happy to host and mentor PhD and motivated MSc students.
If you would like to work with me, please send me an email describing your past experience and current research
interests.
Make sure to include your CV and a paragraph about specific topics you would like to explore during your
internship.
In the past I have had the pleasure to collaborate with the following interns:
Adrian Ungureanu,
Andrei Zugravu,
Andreea Birhala,
Marian Lupascu,
Alexandru Ilie,
Vlad-Constantin Lungu-Stan,
Adrian-Stefan Ungureanu-Contes,
Ioan Rusu,
Mihai-Eugen Barbu and Himanshu Ranjan.
If you are interested for an inteship in the state-of-the-art ML, please feel free to send me a message on Linkedin.
Publications
US Patents
Vlad-Constantin Lungu-Stan, Hareesh Ravi, Sachin Kelkar, Ionuţ Mironică: "SPATIALLY AWARE COLOR CONDITIONING FOR DIFFUSION NEURAL NETWORKS", 2024
Adrian-Stefan Ungureanu-Contes, Vlad-Constantin Lungu-Stan, Marian Lupascu, Ionuţ Mironică: "GENERATING VECTORIAL PATTERNS WITH SPARSITY CONTROL", 2024
Paul Sumedrea, Alexandru Ilie, Teodor Popescu, Ionuţ Mironică:
"PRESENTATION GENERATION USING KNOWLEDGE GRAPH-INFORMED CONTENT FITTING", 2024
Adrian-Stefan Ungureanu-Contes, Marian Lupascu, Vlad-Constantin Lungu-Stan, Ionuţ Mironică:
"GENERATING SCALABLE VECTOR TEXT EFFECTS", 2024
Ionuţ Mironică, Anand Khanna, Ashutosh Sharma, Nikolaos Vlassis, Stefan Dumitrescu, Oliver Brdiczka, Alok Kumar Singh:
"DESIGN GENERATION USING STYLE AND MOOD EMBEDDINGS", 2024
Vlad-Constantin Lungu-Stan, Marian Lupascu, Hareesh Ravi, Ionuţ Mironică:
"VECTOR IMAGE GENERATION WITH STYLE IMAGE", 2023
Marian Lupascu, Vlad-Constantin Lungu-Stan, Adrian-Stefan Ungureanu-Contes, Ionuţ Mironică, Vineet Batra:
"IMAGE GENERATION WITH ADJUSTABLE COMPLEXITY", 2024
Adrian-Stefan Ungureanu-Contes, Vlad-Constantin Lungu-Stan, Ionuţ Mironică:
"ENHANCING AND EXPANDING CREATIVITY AND DIVERSITY IN DIFFUSION MODELS", 2024
Marian Lupascu, Vlad-Constantin Lungu-Stan, Adrian-Stefan Ungureanu, Ionuţ Mironică:
"GENERATING SCALABLE VECTOR TEXT EFFECTS", 2024
Adrian-Stefan Ungureanu, Nicu-Razvan Stancioiu, Andrei Mario Dinu, Ionuţ Mironică:
"DYNAMIC FRAME GENERATION USING GENERATIVE MACHINE LEARNING", 2024
Mihai Udvuleanu, Andrei-Adrian Dinu, Marian Lupașcu,Ionuţ Mironică:
"GRAPHIC TEMPLATE CUSTOMIZATION USING SIMPLE TEXT PROMPTS", 2024
Vlad-Constantin Lungu-Stan, Adrian-Stefan Ungureanu, Ionuţ Mironică:
"TEXTURE BASED CONSISTENCY FOR GENERATIVE AI ASSETS, EFFECTS AND ANIMATIONS", 2024
Vlad-Constantin Lungu-Stan, Ionuţ Mironică, Oliver Brdiczka, Stefan Dumitrescu:
"GENERATING FULL DESIGNS FROM TEXT", 2024
Vlad-Constantin Lungu-Stan, Oliver Brdiczka, Ionuţ Mironică, Alexandru Costin:
"GENERATING TEMPLATES USING STRUCTURE-BASED MATCHING", 2023
Vlad-Constantin Lungu-Stan, Oliver Brdiczka, Ionuţ Mironică, Alexandru Costin:
"GENERATING DESIGN TEMPLATE REMIXES USING STRUCTURE-BASED TEMPLATE MATCHING", 2023
Marian Lupascu, Adrian-Stefan Ungureanu-Contes, Ionuţ Mironică:
"EVALUATING BIAS IN GENERATIVE MODELS", 2022
Marian Lupascu, Ionuţ Mironică, Bogdan Avram:
"DESIGN COMPOSITING USING IMAGE HARMONIZATION", 2023
Marian Lupascu Ionuţ Mironică, Catalin Buzoiu, Alexandru Costin:
"SMART IMAGE HARMONIZATION FOR TEXT MATCHING ON DESIGN DOCUMENTS", 2022
Marian Lupascu, Ryan Murdock, Ionuţ Mironică, Yijun Li: "Generating Artistic Content from a Text Prompt or a Style Image Utilizing a Neural Network Model", 2022.
Vlad-Constantin Lungu-Stan, Ionuţ Mironică, Oliver Brdiczka, Alexandru Costin: "Utilizing a Transformer-Based Generative Language Model to Generate Digital Design Document Variations", 2022.
Adrian Ungureanu, Ionuţ Mironică, Richard Zhang: "Generating Colorized Digital Images Utilizinga Re-Colorization Neural Network with Local Hints", 2021.
Ionuţ Mironică: "Removing Compression Artifacts from Digital Images and Videos Utilizing Generative Machine-Learning Models", 2021.
Yijun Li, Ionuţ Mironică: "Universal Style Transfer using Multi-Scale Feature Transform and User Controls", 2021.
Ionuţ Mironică, Yijun Li: "Restoring Degraded Digital Images through a Deep Learning Framework", 2021.
Ionuţ Mironică: "Methods and Systems for Automatically Correcting Image
Rotation", 2020.
Ionuţ Mironică, Oscar Bolanos, Andreea Birhala: "Correcting Dust and Scratch
Artifacts in Digital Images", 2020.
Ionuţ Mironică: "Systems and methods for generating typhographical images or
videos", 2020.
Books
Bogdan Ionescu, Ionuţ Mironică: "The Content-Based
Indexing Paradigm in the Context of Multimodal Data" (in romanian - "Conceptul de
Indexare Automata dupa Continut în Contextul Datelor Multimedia"), Publishing House
"Editura Matrix Rom", to appear, 2013, (112 pages). download draft PDF
Journal Papers
Ionuţ Mironică, Bogdan Ionescu, Jasper Uijlings, Nicu Sebe,
"Fisher Kernel Temporal Variation-based Relevance Feedback for Video Retrieval",
Computer Vision and Image Understanding (CVIU), accepted paper 2015 (40 pages, ISI Impact Factor 2.13 -
DOI:10.1016/j.cviu.2015.10.005).
download draft PDF
Bogdan Boteanu, Ionuţ Mironică, Bogdan Ionescu, "Pseudo-Relevance Feedback
Diversification of Social Image Retrieval Results",
Multimedia Tools and Applications, special issue on "Content Based Multimedia Indexing" (31 pages, ISI
Impact Factor 1.3), 2016.
Ionuţ Mironică, Ionuţ Duţă, Bogdan Ionescu, Nicu Sebe,
"A Modified Vector of Locally Aggregated Descriptors Approach for Fast Video Classification",
Multimedia Tools and Applications (MTAP), (31 pages, ISI Impact Factor 1.3 -
DOI:10.1007/s11042-015-2819-7).
download draft PDF
Ionuţ Mironică, Cătălin Mitrea, Bogdan Ionescu, Patrick Lambert,
"A Fisher Kernel Approach for Multiple Instance Based Object Retrieval in Video Surveillance",
Advances in Electrical and Computer Engineering (AECE), (10 pages, ISI Impact Factor 0.6).
download draft PDF
Ionuţ Mironică, Bogdan Ionescu, Radu Dogaru, "Cellular Automata Bag of Visual
Words for Object Recognition", in Scientific Bulletin of UPB,
Series C - Electrical Engineering, 2014 (accepted paper) download draft PDF
Ionuţ Mironică, Radu Dogaru, "A novel feature-extraction algorithm
for efficient classification of texture images", in Scientific Bulletin of UPB,
Series C - Electrical Engineering, 2013 download draft PDF
B. Ionescu, K. Seyerlehner, Ionuţ Mironică, C. Vertan, P. Lambert,
"An Audio-Visual Approach to Web Video Categorization", Multimedia Tools and Applications,
special issue on "Multimedia on the Web", 2012 (ISI Impact Factor 1.3). (download draft PDF -
link to Springer
article)
Publications in international conferences
Marian Lupascu, Ionuţ Mironică, Mihai Sorin Stupariu,
"Neural Contrast: Leveraging Generative Editing for Graphic Design Recommendations", Pacific RIM International Conference on Artificial Intelligence
PRICAI 2024
draft paperarxiv paper
Marian Lupascu, Ryan Murdock, Ionuţ Mironică, Yijun Li,
"A Fast Text-Driven Approach for Generating Artistic Content",
SIGGRAPH 2022
video |
draft paper |
suplimentary material.
Andreea Birhala, Ionuţ Mironică,
"ReflectNet - A Generative Adversarial Method for Single Image Reflection Suppression",
CoRR abs/2105.05216 (2021)
download draft PDF
Ionuţ Mironică, Andrei Zugravu,
"A Fast Deep Learning Network for Automatic Image Auto-Straightening",
CoRR abs/2105.05787 (2021)
download draft PDF
Ionuţ Mironică,
"A Generative Adversarial Approach with Residual Learning for Dust and Scratches Artifacts Removal",
ACM Multimedia, The 2nd workshop on Structuring and Understanding of Multimedia heritAge Contents, 2020
download draft PDF
Negar Rostamzadeh, Jasper Uijlings, Ionuţ Mironică, Mojtaba Khomami Abadi,
Bogdan Ionescu, Nicu Sebe,
"Cluster Enconding for Modelling Temporal Variation in Video",
IEEE International Conference on Image Processing - ICIP, September 27-30, Quebec City, Canada, 2015.
download draft PDF.
Markus Schedl, Mats Sjobergy, Ionuţ Mironică, Bogdan Ionescu, Vu Lam Quang,
Yu-Gang Jiang, Claire-Helene Demarty,
"VSD2014: A Dataset for Violent Scenes Detection in Hollywood Movies and Web Videos",
International Workshop on Content-Based Multimedia Indexing - CBMI, June 10-12, Prague, Czech Republic,
2015 (6 pages)
download draft PDF.
Bogdan Boteanu, Ionuţ Mironică, Bogdan Ionescu,
"Diversification with Fisher Kernel Pseudo-Feedback", IEEE International Symposium on Signals, Circuits
and Systems - ISSCS, July 9-10, Iasi, Romania, 2015 (4 pages)
download draft PDF.
Bogdan Boteanu, Ionuţ Mironică, Bogdan Ionescu,
"Hierarchical Clustering Pseudo-Relevance Feedback for Social Image Search Result Diversification",
International Workshop on Content-Based Multimedia Indexing - CBMI, June 10-12, Prague, Czech Republic,
2015 (6 pages)
download draft PDF.
Cătălin Mitrea, Ionuţ Mironică, Bogdan Ionescu, Radu Dogaru,
"Fast Support Vector Classifier for Automated Content-based Search in Video Surveillance",
IEEE ISSCS -International Symposium on Signals, Circuits and Systems, July 9-10, Iasi, Romania, 2015 (4
pages)
download draft PDF.
Ionuţ Mironică, Ionuţ Duţa, Bogdan Ionescu, Nicu Sebe,
"Beyond Bag-of-Words: Fast Video Classification with Fisher Kernel Vector of Locally Aggregated
Descriptors",
IEEE International Conference on Multimedia and Expo - ICME, 29 June - 3 July, Torino, Italy, 2015
download draft PDF.
Cătălin Mitrea, Ionuţ Mironică, B. Ionescu, R. Dogaru, "Multiple
Instance – based Object Retrieval in Video Surveillance: Dataset and Evaluation",
IEEE International Conference on Intelligent Computer Communication and Processing, September 4-6,
Cluj-Napoca, Romania, 2014.
download draft PDF.
Bogdan Boteanu, Ionuţ Mironică, Bogdan Ionescu, "A Relevance Feedback
Perspective to Image Search Result Diversification",
IEEE International Conference on Intelligent Computer Communication and Processing, September 4-6,
Cluj-Napoca, Romania, 2014.
download draft PDF.
Ionuţ Mironică, Jasper Uijlings, Negar Rostamzadeh, Bogdan Ionescu, Nicu
Sebe,
"Time Matters! Capturing Variation in Time in Video using Fisher Kernels", ACM Multimedia, 21-25 October,
Barcelona, Spain, 2013.
download draft PDF &
download poster.
Negar Rostamzadeh, Gloria Zen, Ionuţ Mironică, Jasper Uijlings,
Nicu Sebe, "Daily Living Activities Recognition via Efficient High and Low Level
Cues Combination and Fisher Kernel Representation", IEEE International Conference
on Image Analysis and Processing, ICIAP, Napoli, Italy, September, 2013.
download draft PDF.
Ionuţ Mironică, B. Ionescu, P. Knees, P. Lambert, "An In-Depth
Evaluation of Multimodal Video Genre Categorization", IEEE International Workshop
on Content-Based Multimedia Indexing, 17-19 June, Veszprém, Hungary, 2013
download draft PDFdownload presentation.
Ionuţ Mironică, Bogdan Ionescu, C. Rasche, Patrick Lambert, "A Visual-Based
Late-Fusion Framework for Video Genre Classification", IEEE ISSCS -International
Symposium on Signals, Circuits and Systems, July 11-12, Iasi, Romania, 2013 (4 pages)
download draft
PDF.
Radu Vieriu, Ionuţ Mironică, Bogdan Goras, "Background Invariant Static
Hand Gesture Recognition based on Hidden Markov Models", IEEE ISSCS -International
Symposium on Signals, Circuits and Systems, July 11-12, Iasi, Romania, 2013 (4 pages).
download draft PDF.
Ionuţ Mironică, Bogdan Ionescu, Jasper Uijlings, Nicu Sebe, "Fisher Kernel
based Relevance Feedback for Multimodal Video Retrieval", ACM International Conference
on Multimedia Retrieval - ICMR 2013, Dallas, Texas, USA, April 16 - 19, 2013
download draft PDF.
download presentation
Bogdan Ionescu, Jasper Schlüter, Ionuţ Mironică, Markus Schedl, "A Naive
Mid-level
Concept-based Fusion Approach to Violence Detection in Hollywood Movies", ACM International
Conference on Multimedia Retrieval - ICMR 2013, Dallas, Texas, USA, April 16 - 19,
2013 download
draft PDF.
Ionuţ Mironică, Bogdan Ionescu, Constantin Vertan, "The Influence
of the Similarity Measure to Relevance Feedback", 20th European Signal Processing
Conference - EUSIPCO 2012, August 27-31, Bucharest, Romania, 2012 download draft
PDF
Bogdan Ionescu, Klaus Seyerlehner, Ionuţ Mironică, Constantin Vertan, Patrick
Lambert,
"Automatic Web Video Categorization using Audio-Visual Information and Hierarchical
Clustering Relevance Feedback", 20th European Signal Processing Conference - EUSIPCO
2012, August 27-31, Bucharest, Romania, 2012 download draft
PDF
Ionuţ Mironică, Bogdan Ionescu, Constantin Vertan, "Hierarchical Clustering
Relevance Feedback for Content-Based Image Retrieval", IEEE/ACM 10th International
Workshop on Content-Based Multimedia Indexing, 27-29 June, Annecy, France, 2012
download draft
PDF
Ionuţ Mironică, Constantin Vertan, Dan Cristian Gheorghe "Automatic
Pediatric Otitis Detection by Classification of Global Image Features", International
Conference on e-Health and Bioengineering, EHB 2011 IEEE linkppt presentation
Ionuţ Mironică, Constantin Vertan "A Modified Feature Relevance
Estimation Approach to Relevance Feedback in Content-Based Image Retrieval Systems",
Signal Processing and Applied Mathematics for Electronics and Communications August
26-28, 2011, Cluj-Napoca, Romania EURASIP link
Ionuţ Mironică, Constantin Vertan, Bogdan Ionescu "A Relevance
Feedback Approach to Video Genre Retrieval", 7th International Conference on Intelligent
Computer Communication and Processing August 25-27, 2011, Cluj-Napoca, Romania
IEEE linkdraftppt presentation
Ionuţ Mironică, Constantin Vertan "An adaptive hierarchical clustering
approach for relevance feedback in content-based image retrieval systems", Signals,
Circuits and Systems (ISSCS), 2011 10th International Symposium on June 30 2011-July
1 2011, Iasi Romania IEEE link
Ionuţ Mironică, Radu Dogaru "A comparison between various classification
methods for image classification stage in CBIR", Signals, Circuits and Systems (ISSCS),
2011 10th International Symposium on June 30 2011-July 1 2011, Iasi Romania IEEE
link
Ionuţ Mironică, Constantin Vertan "Relevance feedback approaches
for MPEG-7 content-based biomedical image retrieval", Communications (COMM), 2010
8th International Conference on 10-12 June 2010 Bucharest Romania, on pages: 185
- 188 IEEE link
B. Ionescu, Ionuţ Mironică, K. Seyerlehner, P. Knees, J. Schlüter,
M. Schedl, H. Cucu, A. Buzo, P. Lambert, "ARF @ MediaEval 2012: Multimodal Video
Classification", MediaEval
Benchmarking Initiative for Multimedia Evaluation workshop, Pisa,
Italy, 4-5 October, 2012 (2 pages, download article PDF).
Best system (non-organizer connected), best run ranked 2nd out of 29 runs;