A causal diffusion model reconstructs videos from ultra-low-bitrate semantics and compressed frames using temporal distillation from a bidirectional teacher, outperforming prior baselines.
Blenderproc2: A procedural pipeline for photorealistic rendering,
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SynthRender and IRIS enable synthetic-data training that reaches 95-99% mAP@50 on real industrial object detection benchmarks across robotics and automotive settings.
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A Causal Diffusion Model for Video Reconstruction from Ultra-Low-Bitrate Representations
A causal diffusion model reconstructs videos from ultra-low-bitrate semantics and compressed frames using temporal distillation from a bidirectional teacher, outperforming prior baselines.
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SynthRender and IRIS: Open-Source Framework and Dataset for Bidirectional Sim-Real Transfer in Industrial Object Perception
SynthRender and IRIS enable synthetic-data training that reaches 95-99% mAP@50 on real industrial object detection benchmarks across robotics and automotive settings.