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most citedDepth Matters: Exploring Deep Interactions of RGB-D for Semantic Segmentation in Traffic Scenes

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cs.CV2026

Resonance4D: Frequency-Domain Motion Supervision for Preset-Free Physical Parameter Learning in 4D Dynamic Physical Scene Simulation

Changshe Zhang, Jie Feng, Siyu Chen +3

Physics-driven 4D dynamic simulation from static 3D scenes remains constrained by an overlooked contradiction: reliable motion supervision often relies on online video diffusion or…