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.
| 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. |
| 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. |
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.
master_results_tidy.csvalso 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.