Fabian Mentzer

14 papers · 2017–2024 · 5 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🗺️ Taxonomy Completionist (21) 🏃 Academic Marathon · Sprint 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird

🧭 Keyword Pioneer 🤝 Dynamic Duo (10) 🏆 Keyword Champion (2) 📈 Trend Setter 🚀 Conference Pioneer 💎 Century Club · Bronze 🗃️ Keyword Collector (55)

Venues

CVPR (5) NeurIPS (3) ECCV (2) ICCV (2) ICLR (2)

Top co-authors

Michael Tschannen (10) Eirikur Agustsson (10) Luc Van Gool (6) Radu Timofte (6) David Minnen (4) George Toderici (2) George D Toderici (2) Sung Jin Hwang (1) Lukas Cavigelli (1) Cian Eastwood (1)

Research topics

Deep Learning (12) Computer Vision (9) Models (8) Processing (8) Machine Learning (6) Architectures (5) Learning Types (4) Application Areas (3) Optimization & Theory (3) Artificial Intelligence (2) Computer Science (2) Applications (2) Core AI (2) Core Methods (2) Generation (2)

Keywords

image compression (6) entropy coding (3) representation learning (3) generative adversarial network (2) probabilistic model (2) vector quantization (2) neural network (2) lossy compression (2) learned image compression (2) lossless compression (2) video compression (2) bitrate optimization (2) neural compression (2) rate distortion (2) deep learning (1) video generation (1) learned compression (1) probabilistic modeling (1) image classification (1) conditional generation (1)

Papers

Finite Scalar Quantization: VQ-VAE Made Simple ICLR 2024 GIVT: Generative Infinite-Vocabulary Transformers ECCV 2024 M2T: Masking Transformers Twice for Faster Decoding ICCV 2023 Multi-Realism Image Compression With a Conditional Generator CVPR 2023 Neural Video Compression Using GANs for Detail Synthesis and Propagation ECCV 2022 VCT: A Video Compression Transformer NeurIPS 2022 High-Fidelity Generative Image Compression NeurIPS 2020 Learning Better Lossless Compression Using Lossy Compression CVPR 2020 Learning for Video Compression With Hierarchical Quality and Recurrent Enhancement CVPR 2020 Generative Adversarial Networks for Extreme Learned Image Compression ICCV 2019 Practical Full Resolution Learned Lossless Image Compression CVPR 2019 Conditional Probability Models for Deep Image Compression CVPR 2018 Towards Image Understanding from Deep Compression Without Decoding ICLR 2018 Soft-to-Hard Vector Quantization for End-to-End Learning Compressible Representations NeurIPS 2017