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LOD2 / SCALING / 2026-10-21

扩大训练数据与逐项模块

20,000教师建筑、26个模型实例、三seed与新城市测试

10源城市自动3DBAG教师;同12种模拟污染;两座新城市200栋native测试。另附20栋Leiden实测AHN5定性迁移探针。 各轮输入、地面与评价契约不同,不可跨轮直接比较绝对数值。

打开原正式HTML报告真实20栋完整离线3D+RGB+DL预览研究结论与真实域风险说明
训练教师20000 栋

自动teacher+模拟观测;不是实测点云训练数量。

完成模型实例26 个

主规模/预算及获准模块复验,选型不使用测试城市。

源选单模型限幅损失0.5123 m

raw=1.0940 m;含失败/缺覆盖罚分。

原生LoD2生成2369/2400 槽

200栋×12条件;生成不等于水密或完整有效性认证。

固定源选单模型在受控新城市达到安全门槛;真实20栋仍显示屋顶支持点删除风险,需要真实配对和独立核查。

完整汇总表

Family行是分别重建后seed损失均值;源选部署单模型另列。不能与概率均值集成或其他轮的绝对指标混同。

Family源平均损失 (m)新城平均损失 (m)seed数新城seed SD (m)平均覆盖共同域3D边F1
raw1.24611.09401—0.98540.5412
geometry1.25181.10411—0.98410.5450
graph_100000.68630.515330.00330.98690.6603
global_35000.71210.553630.00410.98610.6491
graph_35000.68420.516130.00170.98690.6586
graph_200000.68370.514730.00030.98690.6601
graph_20000_long0.68330.512830.00070.98690.6619

全部已生成主图、条件图与案例图

点图可打开原尺寸;阶段图保留原阶段语境,正式结论以本轮已审报告为准。

结果与逐栋下载

压缩文件为gzip JSON/CSV。科学数值、原始科学哈希和图像数据保持原值;公开复制品只改写本机路径和网页链接。原文件SHA与发布SHA分别列于出版清单,不能把公开复制品称为原字节文件。

文件类型大小
final_result.jsonaggregate1099.6 KB
source_family_selection.jsonaggregate3.8 KB
source_data_composition.jsonaggregate111.8 KB
source_data_composition.txtresult_text2.4 KB
核心结论.txtresult_text0.7 KB
training_initial_result.jsonaggregate178.1 KB
training_repeat_result.jsonaggregate118.2 KB
validation_point_diagnostics.jsonaggregate225.5 KB
test_point_diagnostics.jsonaggregate97.8 KB
mean3_integrity_validation.jsonaggregate4.1 KB
mean3_integrity_test.jsonaggregate3.7 KB
inference_correction_amendment.jsonaggregate6.4 KB
inference_correction_calibration_replay.jsonaggregate8.9 KB
inference_correction_source_forward_replay.jsonaggregate9.3 KB
test_full_summary.jsonaggregate558.4 KB
validation_full_summary.jsonaggregate793.1 KB
validation_screen_summary.jsonaggregate728.8 KB
geometry.jsonper_building1272.5 KB
global_3500_s20261031.jsonper_building723.1 KB
global_3500_s20261101.jsonper_building724.3 KB
global_3500_s20261102.jsonper_building723.4 KB
graph_10000_mean3.jsonper_building719.7 KB
graph_10000_s20261031.jsonper_building720.5 KB
graph_10000_s20261101.jsonper_building720.2 KB
graph_10000_s20261102.jsonper_building719.7 KB
graph_20000_long_mean3.jsonper_building719.2 KB
graph_20000_long_s20261031.jsonper_building720.5 KB
graph_20000_long_s20261101.jsonper_building720.6 KB
graph_20000_long_s20261102.jsonper_building720.6 KB
graph_20000_s20261031.jsonper_building720.6 KB
graph_20000_s20261101.jsonper_building720.8 KB
graph_20000_s20261102.jsonper_building720.2 KB
graph_3500_s20261031.jsonper_building720.5 KB
graph_3500_s20261101.jsonper_building720.7 KB
graph_3500_s20261102.jsonper_building720.0 KB
raw.jsonper_building756.7 KB
geometry.jsonper_building1273.0 KB
global_3500_s20261031.jsonper_building728.5 KB
global_3500_s20261101.jsonper_building729.2 KB
global_3500_s20261102.jsonper_building729.2 KB
graph_10000_mean3.jsonper_building725.8 KB
graph_10000_s20261031.jsonper_building725.2 KB
graph_10000_s20261101.jsonper_building727.2 KB
graph_10000_s20261102.jsonper_building726.3 KB
graph_20000_long_mean3.jsonper_building725.0 KB
graph_20000_long_s20261031.jsonper_building726.6 KB
graph_20000_long_s20261101.jsonper_building726.3 KB
graph_20000_long_s20261102.jsonper_building727.1 KB
graph_20000_s20261031.jsonper_building726.3 KB
graph_20000_s20261101.jsonper_building727.5 KB
graph_20000_s20261102.jsonper_building726.9 KB
graph_3500_s20261031.jsonper_building726.4 KB
graph_3500_s20261101.jsonper_building726.2 KB
graph_3500_s20261102.jsonper_building726.6 KB
raw.jsonper_building761.5 KB
geometry.jsonper_building318.8 KB
global_3500_s20261031.jsonper_building182.4 KB
graph_10000_attention_s20261031.jsonper_building182.4 KB
graph_10000_consistency_s20261031.jsonper_building182.4 KB
graph_10000_density_s20261031.jsonper_building181.9 KB
graph_10000_geometry_s20261031.jsonper_building182.4 KB
graph_10000_masked_s20261031.jsonper_building182.5 KB
graph_10000_multiscale_s20261031.jsonper_building182.2 KB
graph_10000_normal_s20261031.jsonper_building182.7 KB
graph_10000_residual_s20261031.jsonper_building182.4 KB
graph_10000_reweight_s20261031.jsonper_building182.4 KB
graph_10000_s20261031.jsonper_building182.1 KB
graph_10000_strongaug_s20261031.jsonper_building182.2 KB
graph_10000_wide_s20261031.jsonper_building182.4 KB
graph_20000_long_s20261031.jsonper_building182.2 KB
graph_20000_s20261031.jsonper_building182.2 KB
graph_3500_s20261031.jsonper_building182.8 KB
raw.jsonper_building189.6 KB
geometry.jsonper_building78.2 KB
global_3500_s20261031.jsonper_building79.5 KB
global_3500_s20261101.jsonper_building79.3 KB
global_3500_s20261102.jsonper_building79.4 KB
graph_10000_mean3.jsonper_building79.8 KB
graph_10000_s20261031.jsonper_building79.9 KB
graph_10000_s20261101.jsonper_building79.9 KB
graph_10000_s20261102.jsonper_building79.9 KB
graph_20000_long_mean3.jsonper_building79.8 KB
graph_20000_long_s20261031.jsonper_building79.8 KB
graph_20000_long_s20261101.jsonper_building79.7 KB
graph_20000_long_s20261102.jsonper_building79.9 KB
graph_20000_s20261031.jsonper_building79.8 KB
graph_20000_s20261101.jsonper_building79.7 KB
graph_20000_s20261102.jsonper_building79.9 KB
graph_3500_s20261031.jsonper_building79.8 KB
graph_3500_s20261101.jsonper_building79.8 KB
graph_3500_s20261102.jsonper_building79.8 KB
raw.jsonper_building48.3 KB
geometry.jsonper_building79.5 KB
global_3500_s20261031.jsonper_building80.9 KB
global_3500_s20261101.jsonper_building81.0 KB
global_3500_s20261102.jsonper_building80.9 KB
graph_10000_mean3.jsonper_building80.9 KB
graph_10000_s20261031.jsonper_building81.3 KB
graph_10000_s20261101.jsonper_building80.7 KB
graph_10000_s20261102.jsonper_building81.0 KB
graph_20000_long_mean3.jsonper_building80.8 KB
graph_20000_long_s20261031.jsonper_building80.9 KB
graph_20000_long_s20261101.jsonper_building81.0 KB
graph_20000_long_s20261102.jsonper_building80.9 KB
graph_20000_s20261031.jsonper_building81.0 KB
graph_20000_s20261101.jsonper_building81.0 KB
graph_20000_s20261102.jsonper_building81.0 KB
graph_3500_s20261031.jsonper_building81.3 KB
graph_3500_s20261101.jsonper_building81.1 KB
graph_3500_s20261102.jsonper_building81.1 KB
raw.jsonper_building49.1 KB
geometry.jsonper_building20.9 KB
global_3500_s20261031.jsonper_building21.2 KB
graph_10000_attention_s20261031.jsonper_building21.3 KB
graph_10000_consistency_s20261031.jsonper_building21.2 KB
graph_10000_density_s20261031.jsonper_building21.2 KB
graph_10000_geometry_s20261031.jsonper_building21.2 KB
graph_10000_masked_s20261031.jsonper_building21.2 KB
graph_10000_multiscale_s20261031.jsonper_building21.2 KB
graph_10000_normal_s20261031.jsonper_building21.2 KB
graph_10000_residual_s20261031.jsonper_building21.2 KB
graph_10000_reweight_s20261031.jsonper_building21.2 KB
graph_10000_s20261031.jsonper_building21.2 KB
graph_10000_strongaug_s20261031.jsonper_building21.2 KB
graph_10000_wide_s20261031.jsonper_building21.2 KB
graph_20000_long_s20261031.jsonper_building21.2 KB
graph_20000_s20261031.jsonper_building21.2 KB
graph_3500_s20261031.jsonper_building21.3 KB
raw.jsonper_building13.3 KB
final_numeric_review.jsonevidence27.1 KB
真实点云定性探针_中文说明.txtevidence1.8 KB
qualitative_class_decision_appendix.jsonevidence46.0 KB
qualitative_support_domain_diagnostic.jsonevidence124.8 KB
class_semantics_source.jsonevidence2.8 KB
class_semantics_source.txtevidence0.8 KB
independent_input_audit.jsonevidence17.9 KB
optical_2023_feasibility.jsonevidence3.7 KB
completion_v3.jsonevidence6.0 KB
qualitative_viewer_export_audit.jsonevidence9.9 KB
qualitative_viewer_browser_audit.jsonevidence8.2 KB
qualitative_posthoc_4156_screenshot_audit.jsonevidence2.5 KB
qualitative_result.jsonevidence16.8 KB
recipe_freeze.jsonevidence32.8 KB
input_group_audit.jsonevidence7.7 KB
result_independent_audit.jsonevidence16.2 KB
deployment_source_binding_timing_correction.jsonevidence1.5 KB
calibration_trajectories.pdffigure_pdf20.0 KB
data_scaling.pdffigure_pdf16.6 KB
family_comparison.pdffigure_pdf14.7 KB
family_summary.csvaggregate1.5 KB
真实20栋完整离线3D+RGB+DL预览interactive6231.5 KB

适用范围与限制