SplatAtlas / scripts /analyze_densification_events.py
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"""Aggregate densification_events.json across scenes/methods, emit Table 8 data."""
import os
import json
import argparse
def main():
ap = argparse.ArgumentParser()
ap.add_argument("--scenes", nargs="+",
default=["francis", "m60", "panther", "bonsai", "bicycle"])
ap.add_argument("--methods", nargs="+",
default=["vanilla_logged", "vanillasgf_logged"])
ap.add_argument("--outputs_root", default="/root/autodl-tmp/SplatAtlas/outputs")
args = ap.parse_args()
print(f"{'Method':<22} {'Scene':<10} {'#Events':>9} {'#Edge':>8} {'#Flat':>8} {'Edge/Flat':>10}")
print("-" * 72)
summary = {}
for method in args.methods:
agg_total = agg_edge = agg_flat = 0
for scene in args.scenes:
log_path = os.path.join(args.outputs_root, f"{method}_{scene}",
"densification_events.json")
if not os.path.exists(log_path):
print(f"{method:<22} {scene:<10} {'(missing)':>9}")
continue
with open(log_path) as f:
events = json.load(f)
total = sum(e["n_will_densify"] for e in events)
edge = sum(e["n_edge"] for e in events)
flat = sum(e["n_flat"] for e in events)
ratio = edge / max(flat, 1)
agg_total += total; agg_edge += edge; agg_flat += flat
print(f"{method:<22} {scene:<10} {total:>9} {edge:>8} {flat:>8} {ratio:>10.2f}")
m_ratio = agg_edge / max(agg_flat, 1)
print(f"{method:<22} {'AVERAGE':<10} {agg_total:>9} {agg_edge:>8} {agg_flat:>8} {m_ratio:>10.2f}")
print("-" * 72)
summary[method] = {"total": agg_total, "edge": agg_edge, "flat": agg_flat, "ratio": m_ratio}
if "vanilla_logged" in summary and "vanillasgf_logged" in summary:
base_r = summary["vanilla_logged"]["ratio"]
sgf_r = summary["vanillasgf_logged"]["ratio"]
print(f"\nEdge/Flat ratio shift: baseline {base_r:.2f}x → SGF {sgf_r:.2f}x"
f" (Δ = {sgf_r - base_r:+.2f})")
if __name__ == "__main__":
main()