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Submitted URL: http://mikonvergence.github.io/
Effective URL: https://mikonvergence.github.io/
Submission: On June 13 via api from US — Scanned from DE
Effective URL: https://mikonvergence.github.io/
Submission: On June 13 via api from US — Scanned from DE
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MIKOLAJ CZERKAWSKI MIKONVERGENCE Twitter • GitHub • LinkedIn • Google Scholar • University Page mikolaj.czerkawski@esa.int I am a research fellow at the European Space Agency Φ-lab. My research interests involve Computer Vision, Signal Processing, and Machine Learning. My expertise covers: * 🍱 Multi-Modal Learning * 🎨 Generative Models * 🖼 Image Synthesis and Manipulation * 🔬 Image Super-Resolution * 🌆➡🌃Image-to-Image Translation * 🛰 Computer Vision for Remote Sensing Applications * 🔊 Computer Vision for Radar Signal Processing -------------------------------------------------------------------------------- 📬 NEWS DIFFUSIONFASTFORWARD COURSE A FAST AND PRACTICAL GUIDE FOR DIFFUSION! I'VE PUBLISHED A COURSE CONTAINING A MINIMAL AND FLEXIBLE IMPLEMENTATION OF DIFFUSION MODELS FOR IMAGE GENERATION AND TRANSLATION! -------------------------------------------------------------------------------- MAJOR TOM IN SATELLITE-IMAGE-DEEP-LEARNING PODCAST EPISODE ABOUT THE MAJOR TOM PROJECT TOGETHER WITH ALISTAIR FRANCIS WE WERE HOSTED BY ROBIN COLE AND SPOKE ABOUT THE NEED FOR OPEN DATA FOR AI APPLICATIONS TO EO AND OUR EFFORT IN THAT DIRECTION. -------------------------------------------------------------------------------- APPEARANCE IN SATELLITE-IMAGE-DEEP-LEARNING PODCAST EPISODE ABOUT CLOUDS AND SATELLITE IMAGERY AND MY SATELLITECLOUDGENERATORTOOL I HAD THE PLEASURE OF SPEAKING TO ROBIN COLE AS A GUEST OF HIS YOUTUBE PODCAST FOCUSED ON THE TECHNICAL DEVELOPMENTS OF THE REMOTE SENSING COMMUNITY! -------------------------------------------------------------------------------- DEEP LEARNING FOR 3D UNDERSTANDING OF SATELLITE IMAGES I HOSTED AND PRODUCED A TECHNICAL EPISODE FOR THE SATELLITE-IMAGE-DEEP-LEARNING PODCAST 3 GUESTS JOINED ME TO TALK ABOUT THEIR WORK ON THE TOPIC: DAWA DERKSEN, ROGER MARÍ, AND YUJIAO SHI. -------------------------------------------------------------------------------- 🔬 RESEARCH OUTPUT MAJOR TOM: EXPANDABLE DATASETS FOR EARTH OBSERVATION IGARSS 2024; INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM ALISTAIR FRANCIS, MIKOLAJ CZERKAWSKI -------------------------------------------------------------------------------- MULTI-MODAL CONVOLUTIONAL PARAMETERISATION NETWORK FOR GUIDED IMAGE INVERSE PROBLEMS MIKOLAJ CZERKAWSKI, PRITI UPADHYAY, CHRISTOPHER DAVISON, ROBERT ATKINSON, CRAIG MICHIE, IVAN ANDONOVIC, MALCOLM MACDONALD, JAVIER CARDONA, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- EXPLORING THE CAPABILITY OF TEXT-TO-IMAGE DIFFUSION MODELS WITH STRUCTURAL EDGE GUIDANCE FOR MULTI-SPECTRAL SATELLITE IMAGE INPAINTING IEEE GEOSCIENCE AND REMOTE SENSING LETTERS MIKOLAJ CZERKAWSKI, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- DIFFUSION MODELS FOR EARTH OBSERVATION USE-CASES: FROM CLOUD REMOVAL TO URBAN CHANGE DETECTION BIG DATA FROM SPACE (BIDS) 2023 FULVIO SANGUIGNI, MIKOLAJ CZERKAWSKI, LORENZO PAPA, IRENE AMERINI, BERTRAND LE SAUX -------------------------------------------------------------------------------- ICECLOUDNET: CIRRUS AND MIXED-PHASE CLOUD PREDICTION FROM SEVIRI INPUT LEARNED FROM SPARSE SUPERVISION NEURIPS 2023 WORKSHOP SPOTLIGHT "TACKLING CLIMATE CHANGE WITH MACHINE LEARNING" KAI JEGGLE, MIKOLAJ CZERKAWSKI, FEDERICO SERVA, BERTRAND LE SAUX, DAVID NEUBAUER, ULRIKE LOHMANN -------------------------------------------------------------------------------- FROM LAION-5B TO LAION-EO: FILTERING BILLIONS OF IMAGES USING ANCHOR DATASETS FOR SATELLITE IMAGE EXTRACTION ICCV 2023 WORKSHOP "TOWARDS THE NEXT GENERATION OF COMPUTER VISION DATASETS: DATACOMP TRACK" MIKOLAJ CZERKAWSKI, ALISTAIR FRANCIS -------------------------------------------------------------------------------- SATELLITECLOUDGENERATOR: CONTROLLABLE CLOUD AND SHADOW SYNTHESIS FOR MULTI-SPECTRAL OPTICAL SATELLITE IMAGES MDPI REMOTE SENSING MIKOLAJ CZERKAWSKI, ROBERT ATKINSON, CRAIG MICHIE, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- DETECTING CLOUD PRESENCE IN SATELLITE IMAGES USING THE RGB-BASED CLIP VISION-LANGUAGE MODEL IGARSS 2023: INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM MIKOLAJ CZERKAWSKI, ROBERT ATKINSON, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- ON INPUT FORMATS FOR RADAR MICRO-DOPPLER SIGNATURE PROCESSING BY CONVOLUTIONAL NEURAL NETWORKS RADAR 2022: INTERNATIONAL CONFERENCE ON RADAR SYSTEMS MIKOLAJ CZERKAWSKI, CARMINE CLEMENTE, CRAIG MICHIE, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- ROBUSTNESS OF DEEP NEURAL NETWORKS FOR MICRO-DOPPLER RADAR CLASSIFICATION INTERNATIONAL RADAR SYMPIOSIUM 2022 MIKOLAJ CZERKAWSKI, CARMINE CLEMENTE, CRAIG MICHIE, IVAN ANDONOVIC, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- DEEP INTERNAL LEARNING FOR INPAINTING OF CLOUD-AFFECTED REGIONS IN SATELLITE IMAGERY MDPI REMOTE SENSING MIKOLAJ CZERKAWSKI, PRITI UPADHYAY, CHRISTOPHER DAVISON, ASTRID WERKMEISTER, JAVIER CARDONA, ROBERT ATKINSON, CRAIG MICHIE, IVAN ANDONOVIC, MALCOLM MACDONALD, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- NEURAL KNITWORKS: PATCHED NEURAL IMPLICIT REPRESENTATION NETWORKS PATTERN RECOGNITION MIKOLAJ CZERKAWSKI, JAVIER CARDONA, ROBERT ATKINSON, CRAIG MICHIE, IVAN ANDONOVIC, CARMINE CLEMENTE, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- BEHAVIOURAL CLASSIFICATION OF CATTLE USING NECK-MOUNTED ACCELEROMETER-EQUIPPED COLLARS MDPI SENSORS DEJAN PAVLOVIC, MIKOLAJ CZERKAWSKI, CHRISTOPHER DAVISON, OSKAR MARKO, CRAIG MICHIE, ROBERT ATKINSON, VLADIMIR CRNOJEVIC, IVAN ANDONOVIC, VLADIMIR RAJOVIC, GORAN KVASCEV, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- A FLEXIBLE MULTI-TEMPORAL AND MULTI-MODAL FRAMEWORK FOR SENTINEL-1 AND SENTINEL-2 ANALYSIS READY DATA MDPI REMOTE SENSING PRITI UPADHYAY, MIKOLAJ CZERKAWSKI, CHRISTOPHER DAVISON, JAVIER CARDONA, MALCOLM MACDONALD, IVAN ANDONOVIC, CRAIG MICHIE, ROBERT ATKINSON, NIKELA PAPADOPOULOU, KONSTANTINOS NIKAS, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- NEURAL WEIGHT STEP VIDEO COMPRESSION NEURIPS WORKSHOP ON PRE-REGISTRATION SCIENCE 2021 MIKOLAJ CZERKAWSKI, JAVIER CARDONA, ROBERT ATKINSON, CRAIG MICHIE, IVAN ANDONOVIC, CARMINE CLEMENTE, CHRISTOS TACHTATZIS [Workshop Page] -------------------------------------------------------------------------------- A NOVEL MICRO-DOPPLER COHERENCE LOSS FOR DEEP LEARNING RADAR APPLICATIONS EUROPEAN RADAR CONFERENCE (EURAD 2021) MIKOLAJ CZERKAWSKI, CHRISTOS ILIOUDIS, CARMINE CLEMENTE, CRAIG MICHIE, IVAN ANDONOVIC, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- NON-INVASIVE DIVER RESPIRATION RATE MONITORING IN HYPERBARIC LIFEBOAT ENVIRONMENTS USING SHORT-RANGE RADAR IEEE OCEANS 2021 MIKOLAJ CZERKAWSKI, FRASER STEWART, CHRISTOS ILIOUDIS, CRAIG MICHIE, IVAN ANDONOVIC, ROBERT ATKINSON, MAURICE COULL, DONALD SANDILANDS, GARETH KERR, CARMINE CLEMENTE, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- INTERFERENCE MOTION REMOVAL FOR DOPPLER RADAR VITAL SIGN DETECTION USING VARIATIONAL ENCODER-DECODER NEURAL NETWORK IEEE RADAR CONFERENCE 2021 (RADARCONF21) MIKOLAJ CZERKAWSKI, CHRISTOS ILIOUDIS, CARMINE CLEMENTE, CRAIG MICHIE, IVAN ANDONOVIC, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- ON MODELS AND APPROACHES FOR HUMAN VITAL SIGNS EXTRACTION FROM SHORT RANGE RADAR SIGNALS EUROPEAN CONFERENCE ON ANTENNAS AND PROPAGATION (EUCAP 2020) MIKOLAJ CZERKAWSKI, CHRISTOS ILIOUDIS, CARMINE CLEMENTE, CRAIG MICHIE, IVAN ANDONOVIC, CHRISTOS TACHTATZIS 📂 DATASETS AND OTHER DATA FOR: "DEEP INTERNAL LEARNING FOR INPAINTING OF CLOUD-AFFECTED REGIONS IN SATELLITE IMAGERY" MIKOLAJ CZERKAWSKI, CARMINE CLEMENTE, CRAIG MICHIE, IVAN ANDONOVIC, CHRISTOS TACHTATZIS -------------------------------------------------------------------------------- HUMAN WALKING MOTION RADAR SIMULATOR MIKOLAJ CZERKAWSKI, CARMINE CLEMENTE, CHRISTOS TACHTATZIS Contact: mikolaj.czerkawski@esa.int