Human-in-the-Loop Learning Methods Toward Safe DL-Based Autonomous Systems: A Review. - Prajit T. Rajendran; Huáscar Espinoza; Agnès Delaborde; Chokri Mraidha (SAFECOMP Workshops, 2021)

Human-in-the-loop Learning for Safe Exploration through Anomaly Prediction and Intervention. - Prajit T. Rajendran; Huáscar Espinoza; Agnès Delaborde; Chokri Mraidha (SafeAI@AAAI, 2022)

Safety-aware Active Learning with Perceptual Ambiguity and Criticality Assessment. - Prajit T. Rajendran; Guillaume Ollier; Huáscar Espinoza; Morayo Adedjouma; Agnès Delaborde; Chokri Mraidha (AISafety@IJCAI, 2022)

Light-weight Video Encoding Complexity Prediction using Spatio Temporal Features. - Hadi Amirpour; Prajit T. Rajendran; Vignesh V. Menon; Mohammed Ghanbari 001; Christian Timmerer (MMSP, 2022)

Content-adaptive Encoder Preset Prediction for Adaptive Live Streaming. - Vignesh V. Menon; Hadi Amirpour; Prajit T. Rajendran; Mohammed Ghanbari 001; Christian Timmerer (PCS, 2022)

Unsupervised Unknown Unknown Detection in Active Learning. - Prajit T. Rajendran; Huáscar Espinoza; Agnès Delaborde; Chokri Mraidha (AISafety/SafeRL@IJCAI, 2023)

All-Intra Rate Control Using Low Complexity Video Features for Versatile Video Coding. - Vignesh V. Menon; Anastasia Henkel; Prajit T. Rajendran; Christian R. Helmrich; Adam Wieckowski; Benjamin Bross; Christian Timmerer; Detlev Marpe (ICIP, 2023)

Just Noticeable Difference-Aware Per-Scene Bitrate-Laddering for Adaptive Video Streaming. - Vignesh V. Menon; Jingwen Zhu; Prajit T. Rajendran; Hadi Amirpour; Patrick Le Callet; Christian Timmerer (ICME, 2023)

Transcoding Quality Prediction for Adaptive Video Streaming. - Vignesh V. Menon; Reza Farahani; Prajit T. Rajendran; Mohammed Ghanbari 001; Hermann Hellwagner; Christian Timmerer (MHV, 2023)

Stream-Based Active Learning with Adaptive Uncertainty and Diversity Thresholds. - Prajit T. Rajendran; Huáscar Espinoza; Agnès Delaborde; Chokri Mraidha (MLSP, 2023)

Energy-Efficient Multi-Codec Bitrate-Ladder Estimation for Adaptive Video Streaming. - Vignesh V. Menon; Reza Farahani; Prajit T. Rajendran; Samira Afzal; Klaus Schoeffmann; Christian Timmerer (VCIP, 2023)

Content-Adaptive Variable Framerate Encoding Scheme for Green Live Streaming. - Vignesh V. Menon; Samira Afzal; Prajit T. Rajendran; Klaus Schoeffmann; Radu Prodan; Christian Timmerer (CoRR, 2023)

Energy-efficient Adaptive Video Streaming with Latency-Aware Dynamic Resolution Encoding. - Vignesh V. Menon; Amritha Premkumar; Prajit T. Rajendran; Adam Wieckowski; Benjamin Bross; Christian Timmerer; Detlev Marpe (MHV, 2024)

Video Quality Assessment with Texture Information Fusion for Streaming Applications. - Vignesh V. Menon; Prajit T. Rajendran; Reza Farahani; Klaus Schoeffmann; Christian Timmerer (MHV, 2024)

Optimal Quality and Efficiency in Adaptive Live Streaming with JND-Aware Low latency Encoding. - Vignesh V. Menon; Jingwen Zhu; Prajit T. Rajendran; Samira Afzal; Klaus Schoeffmann; Patrick Le Callet; Christian Timmerer (MHV, 2024)

Quality-Aware Dynamic Resolution Adaptation Framework for Adaptive Video Streaming. - Amritha Premkumar; Prajit T. Rajendran; Vignesh V. Menon; Adam Wieckowski; Benjamin Bross; Detlev Marpe (MMSys, 2024)

Video Super-Resolution for Optimized Bitrate and Green Online Streaming. - Vignesh V. Menon; Prajit T. Rajendran; Amritha Premkumar; Benjamin Bross; Detlev Marpe (PCS, 2024)

Energy-Quality-aware Variable Framerate Pareto-Front for Adaptive Video Streaming. - Prajit T. Rajendran; Samira Afzal; Vignesh V. Menon; Christian Timmerer (VCIP, 2024)

Shorts on the Rise: Assessing the Effects of YouTube Shorts on Long-Form Video Content. - Prajit T. Rajendran; Kevin Creusy; Vivien Garnes (CoRR, 2024)

JND-Aware Two-Pass Per-Title Encoding Scheme for Adaptive Live Streaming. - Vignesh V. Menon; Prajit T. Rajendran; Christian Feldmann; Klaus Schoeffmann; Mohammed Ghanbari 001; Christian Timmerer (IEEE Trans. Circuits Syst. Video Technol., 2024)

Learning Quality from Complexity and Structure: A Feature-Fused XGBoost Model for Video Quality Assessment. - Amritha Premkumar; Prajit T. Rajendran; Vignesh V. Menon (CoRR, 2025)

ICME 2025 Generalizable HDR and SDR Video Quality Measurement Grand Challenge. - Yixu Chen; Bowen Chen; Hai Wei; Alan C. Bovik; Baojun Li; Wei Sun 029; Linhan Cao; Kang Fu; Dandan Zhu 001; Jun Jia; Menghan Hu; Xiongkuo Min; et al. (CoRR, 2025)