Less Is More: Genetic Frame Selection for Efficient Novel View Synthesis

arXiv:2609.35573 · cs.CV · Submitted 2026-09-28 · Read on arXiv

cs.CV

Submitted: 2026-09-28

Updated: 2026-09-28

Terminology

• Redundancy — 11× in this paper · explained in 2 episodes
• Gaussian Splatting — 9× in this paper · explained in 4 episodes
• 3D Gaussian Splatting — 6× in this paper · explained in 2 episodes
• Ablation — 5× in this paper · explained in 1 episode
• Generative AI — 5× in this paper · explained in 2 episodes
• Aggregation — 4× in this paper · explained in 1 episode
• Combinatorial Optimization — 4× in this paper · explained in 2 episodes
• Generalization — 4× in this paper · explained in 13 episodes
• Adam — 3× in this paper · explained in 2 episodes
• Benchmark — 3× in this paper · explained in 2 episodes
• Information Gain — 3× in this paper · explained in 2 episodes
• Distillation — 2× in this paper · explained in 2 episodes
• Uncertainty Quantification — 2× in this paper · explained in 8 episodes
• Zero-Shot Transfer — 2× in this paper · explained in 3 episodes
• 3D Gaussian Splatting (3DGS) — 1× in this paper · explained in 4 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Feature Selection — 1× in this paper · explained in 4 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Fisher Information — 1× in this paper · explained in 3 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling
• Wild3R: Feed-Forward 3D Gaussian Splatting from Unconstrained Sparse Photo Collection
• Gaussian Error Linear Units (GELUs)
• Adam: A Method for Stochastic Optimization
• Splatt3R: Zero-shot Gaussian Splatting from Uncalibrated Image Pairs
• Order Matters: Sequence to sequence for sets

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