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Manuscript results map

This map links every numbered manuscript table and figure in the supplied LaTeX source to the curated evidence. Verified means the rounded manuscript values were checked against the stored CSV/JSON records.

Tables

Manuscript label Content Primary repository source Status and notes
tab:dataset_overview Nine scene dimensions, bands, classes, labelled support, role results/main_tables/dataset_registry.csv Verified. Trento is the primary holdout.
tab:frozen_pipeline Shared and scene-specific primary settings configs/primary.yaml; results/provenance/frozen_results_registry.json Verified for all nine scenes.
tab:primary_results Full/support region counts and Graph-RMS OA/BA/NMI/ARI results/main_tables/master_results_tidy.csv; results/supporting_results/oversegmentation.csv Verified. Nine-scene means 0.6358/0.5319/0.7245/0.6086.
tab:classical_complete Graph-RMS plus four true-K classical baselines results/main_tables/master_results_tidy.csv Verified. Baseline entries are five-seed means.
tab:classical_statistics Average ranks, Friedman, Holm-adjusted Wilcoxon results/main_tables/classical_average_ranks.csv; friedman.csv; wilcoxon.csv Verified. Inferential family excludes no-K and adapted modern methods.
tab:no_k_complete Graph-RMS, Leiden, and fixed-default HDBSCAN results/main_tables/no_k_aggregate.csv; Graph-RMS rows in master_results_tidy.csv Verified. Leiden has five evaluation seeds; HDBSCAN one declared run.
tab:no_k_statistics Win counts and exact paired Wilcoxon summaries results/supporting_results/no_k_per_run.csv; results/main_tables/no_k_aggregate.csv Verified against manuscript values.
tab:trento_configuration Frozen primary Trento settings and region counts results/per_dataset/trento/summary.json; configs/primary.yaml Verified: T100, radius 0.20, tau 0.75, beta 0.5, 213 fine, 68 full, 41 on support.
tab:trento_comparison Trento metrics, bootstrap CI, SLIC-KMeans, Leiden, HDBSCAN master_results_tidy.csv; bootstrap_ci.csv; no_k_aggregate.csv Verified. Bootstrap block size 16, 300 replicates.
tab:trento_diagnostics AMI, homogeneity, completeness, purity, class coverage results/supporting_results/graph_rms_information_metrics.csv; oversegmentation.csv Verified.
tab:region_granularity K, full/support region counts and ratios results/supporting_results/oversegmentation.csv Verified.
tab:granularity_controls Trento post-hoc K=6 and count-matched MiniBatch-KMeans results/supporting_results/oracle_k.csv; count_matched_minibatch_aggregate.csv; graph_rms_information_metrics.csv Verified. Count-matched dashes reflect fields omitted from the stored summary.
tab:ablation Eight Pavia component variants results/supporting_results/ablation_summary.csv; ablation_runs_raw.csv Verified, including 189,178 regions without fine grouping.
tab:sensitivity_summary Selected findings from 51 runs results/supporting_results/sensitivity_runs_raw.csv; sensitivity_summary.csv Verified. The full raw grid is retained.
tab:selector_audit Mean oracle gaps and rule-ablation consequences results/supporting_results/selector_oracle_gaps.csv; selector_rule_ablation.csv Verified.
tab:auto_selector_summary Eight-development-scene primary versus automatic means results/automatic_selector/development_master_table.csv; development_rule_search.csv; development_lock.json Verified. Global calibration used development-scene NMI/ARI; deployment did not use target labels/K.
tab:perturbation_results Salinas-A, Indian Pines, and adaptive Pavia perturbations results/supporting_results/robustness_perturbations.csv; perturbation_runs_frozen_threshold.csv; pavia_adaptive_robustness.csv Verified. Pavia pixel-replacement trials are abstentions.
tab:pavia_partition_agreement Pavia perturbation ARI versus frozen partition results/supporting_results/pavia_adaptive_robustness.csv Verified.
tab:cross_device_repeatability CPU/GPU cluster counts and partition ARI results/supporting_results/cross_device_repeatability.csv Verified.
tab:runtime_memory_complete Three-run runtime and peak process/GPU memory results/supporting_results/runtime_memory.csv; profile_runs_raw.csv; results/provenance/environment.json Verified. Hardware A100-SXM4-80GB.

Figures

Manuscript filename Curated file Numerical/data source Status
figures/graph.pdf figures/graph.pdf Author-supplied workflow artwork; method equations and configs/primary.yaml Present; one-page vector PDF with embedded fonts.
figures/fig2_representative_cluster_maps.png figures/fig2_representative_cluster_maps.png Frozen NPY partitions for KSC, HongHu, Trento; reference maps required only for regeneration Present; copied without visual redesign from the supplied evidence figure.
figures/fig3_fragmentation.png figures/fig3_fragmentation.png results/supporting_results/oversegmentation.csv Present.
figures/fig4_sensitivity.png figures/fig4_sensitivity.png results/supporting_results/sensitivity_runs_raw.csv Present.
figures/repeatability_and_perturbation_matched_style.png same path under figures/ cross_device_repeatability.csv; pavia_adaptive_robustness.csv Present.
figures/fig6_runtime_memory.png figures/fig6_runtime_memory.png runtime_memory.csv Present.

Per-scene selected partitions

Every primary scene has:

results/per_dataset/<dataset>/summary.json
results/per_dataset/<dataset>/endpoint_curve.csv
results/per_dataset/<dataset>/selected_labels.npy

NPY arrays contain the complete scene partition in the original H x W shape. The portable registry points to these summaries. The original evidence source paths and checksums remain documented in the provenance files.

Interpretation boundaries

  • master_results_tidy.csv also preserves adapted DLSS/S2DL outputs. Those rows are historical diagnostics and are not used in the manuscript's main superiority or inferential claims.
  • The no-K table must remain separate from the true-K classical table.
  • The automatic Trento audit must remain separate from the independent primary Trento holdout result.
  • Full-scene region counts must not be replaced with labelled-support counts.