{"id":1496,"date":"2026-02-18T21:03:38","date_gmt":"2026-02-18T21:03:38","guid":{"rendered":"https:\/\/hria.utcluj.ro\/?page_id=1496"},"modified":"2026-02-18T21:07:02","modified_gmt":"2026-02-18T21:07:02","slug":"echipe-sisteme-perceptie-timp-real-si-consum-redus","status":"publish","type":"page","link":"https:\/\/hria.utcluj.ro\/en\/echipe-sisteme-perceptie-timp-real-si-consum-redus\/","title":{"rendered":"Echipe-Sisteme perceptie timp real si consum redus"},"content":{"rendered":"
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Real-time perception systems
and low power consumption<\/h2>\n<\/div>\n<\/div>\n\n\n\n
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Prof. Dr. Eng.
Florin Oniga<\/h3>\n\n\n\n

Team Leader<\/p>\n<\/div>\n\n\n\n

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Assist. Prof. Dr. Eng.
Mircea Paul Mure\u0219an<\/h3>\n\n\n\n

Senior expert<\/p>\n<\/div>\n\n\n\n

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Assist. Eng.
Vivian Chiciudean<\/h3>\n\n\n\n

Junior expert<\/p>\n<\/div>\n\n\n\n

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Assist. Eng.
Andrei B\u0103r\u0103ian<\/h3>\n\n\n\n

Junior expert<\/p>\n<\/div>\n<\/div>\n\n\n\n

Real-time perception systems with low power consumption (T2)<\/strong><\/mark><\/strong><\/p>\n\n\n\n

Objectives<\/strong>: Development of solutions for real-time perception systems with low power consumption for use in mobile systems<\/p>\n\n\n\n

Research challenges \/ Novelty \/ Innovation<\/strong>
\n\u2022 Development of real-time and low-power models: supervised, self-supervised, weakly supervised, and unsupervised
\n\u2022 Distillation and adaptation of Large Vision Models (LVM) for real-time and low-power solutions
\n\u2022 Automatic generation of realistic and annotated synthetic datasets
\n\u2022 (Semi-)automatic generation of annotated real-world datasets
\n\u2022 Data-centric approaches for adapting deep learning models
\n\u2022 Techniques for adapting deep learning models
\n\u2022 Perception and representation of the environment for real-time and low-power systems (2D and 3D) ~ fusion, detection, classification, segmentation, tracking, and 3D reconstruction<\/p>\n\n\n\n

Research results:<\/strong>
\n\u2022 Demonstrator: platform for real-time and low-power perception systems<\/p>\n\n\n\n

Inovation:<\/strong>
\n\u2022 Innovative learning models, new distillation techniques and optimization of the learning process, (semi-)automatic generation of 2D and 3D annotations, increased adaptability to new environments, optimization of developed models for real-time execution on resource-constrained systems through the use of hybrid architectures (deep learning + classical methods), traceability in portable formats (ONNX, libtorch, TensorRT), and reduction of computational complexity without compromising accuracy and robustness in unseen scenarios<\/p>","protected":false},"excerpt":{"rendered":"

Sisteme de percep\u021bie de timp real \u0219i consum redus Prof. dr. ing. Florin Oniga Team Leader \u0218.l. dr. ing. Mircea Paul Mure\u0219an Expert senior As. drd. ing. Vivian Chiciudean Expert junior As. drd. ing. Andrei B\u0103r\u0103ian Expert junior Sisteme de percep\u021bie de timp real \u0219i consum de putere redus (T2) Obiective: Dezvoltarea de solutii pentru… <\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"on","_themeisle_gutenberg_block_has_review":false,"footnotes":""},"class_list":["post-1496","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1496","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/comments?post=1496"}],"version-history":[{"count":7,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1496\/revisions"}],"predecessor-version":[{"id":1513,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1496\/revisions\/1513"}],"wp:attachment":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/media?parent=1496"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}