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docs(usage): add Official Benchmarks (§4) and per-sequence (§5) sections to USAGE.md#93

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LimHyungTae merged 2 commits into
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docs/usage-benchmarks
May 21, 2026
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docs(usage): add Official Benchmarks (§4) and per-sequence (§5) sections to USAGE.md#93
LimHyungTae merged 2 commits into
masterfrom
docs/usage-benchmarks

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What

Two new sections in USAGE.md:

  • §4 Official Benchmarks — two tables, one per evaluation protocol, with Patchwork and Patchwork++ macro-average P/R/F1 from this repo (v1.3.1) alongside the paper Table I numbers and the original url-kaist/patchwork ROS 2 reference numbers. Lets users sanity-check their reproduction at a glance and immediately see protocol-mismatch issues.
  • §5 Per-sequence performance — four tables (one per method × protocol) with KITTI 00-10 per-sequence P/R/F1 + brief notes on which sequences are hard and why. Lets users debug regressions per-seq instead of only against the macro average.

Docs-only; no version bump (per user request).

Test plan

  • pre-commit run --files USAGE.md passes (mdformat).
  • Numbers reproduced from v1.3.1 CSVs (summary_issue69_fix.csv, summary_patchworkpp_v131_pwproto.csv, ablation_results/fixall_full_*.csv).
  • Tables verified to render in GitHub preview.

cc #87 #88 #89 #90 #91

Quantitative results for both methods (`--method patchwork` and
`--method patchworkpp`) under both evaluation protocols, all on KITTI
00-10 (23,201 frames, macro average). Includes the paper Table I rows
and the original-repo reference numbers side-by-side so users can
spot protocol-mismatch issues at a glance.

Docs-only change; no version bump.
Four tables (method × protocol) with the v1.3.1 KITTI 00-10
per-sequence Precision / Recall / F1, plus per-seq tips on which
sequences are hard and why. Lets users localise regressions to
specific sequences instead of only comparing the macro average.

Docs-only.
@LimHyungTae LimHyungTae merged commit 2f28cbe into master May 21, 2026
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@LimHyungTae LimHyungTae deleted the docs/usage-benchmarks branch May 21, 2026 06:20
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