Round 5 keeps the cached gemini-3.5-flash plan (room, surfaces, bright rectangles) and the cached round-4 paint-over masks, but replaces the global corrective stages with per-region colour fitting in CIE-Lab: similarity (hue rotation + chroma scale) for chromatic wood, shift+scale (no rotation) for near-neutral surfaces, a two-scale/five-basis Local Contrast solve, a window-pull percentile map for glass, region black-point lifts, and an edge-gated shadow-contrast step. No model calls at run time.
| name | dE00 | dE_in | ecc | a_hue_worst | a_chroma_worst | b_tile32_min | b_tile32_max | b_tile128_min | b_tile128_max | b_hp15_min | b_hp15_max | b_hp5_min | b_hp5_max | halo_mean | halo_max | halo_frac_max | c_dL50_worst | c_dL90_worst | c_ab_worst | g_ceiling_dL50 | L01_d | L001_d | f_ab_worst | f_cast_wall_ours | f_cast_wall_fot | f_cast_ceiling_ours | f_cast_ceiling_fot | f_cast_countertop_ours | f_cast_countertop_fot | f_cast_cabinet_ours | f_cast_cabinet_fot | e_wall_ceiling_ours | e_wall_ceiling_fot | e_wall_ceiling_ratio | e_wall_floor_ours | e_wall_floor_fot | e_wall_floor_ratio | e_wall_trim_ours | e_wall_trim_fot | e_wall_trim_ratio | glass_rms_ratio | glass_range_ratio | glass_black_lift | glass_dE | shadow_ratio | dE_wall | dE_ceiling | dE_floor | dE_wood_floor | dE_cabinet | dE_countertop | dE_island | dE_furniture | dE_glass | dE_trim | dE_mirror |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| sess1_2 | 6.256 | 0.9528 | 3.66 | 1.009 | 0.968 | 1.016 | 1.041 | 1.078 | 0.989 | 1.085 | 0.95 | 1.029 | 0.0 | 0.0 | 0.0 | -0.11 | -5.86 | 1.78 | -0.56 | -3.1 | 0.58 | 1.78 | 0.31 | 0.32 | 0.46 | 4.08 | 3.3 | 3.52 | 26.83 | 20.98 | 1.279 | 24.58 | 24.58 | 1.0 | 0.985 | 1.023 | -2.1 | 10.568 | 0.991 | 2.974 | 3.267 | 10.018 | 10.018 | 9.926 | 5.504 | 5.504 | 10.568 | 6.571 | 7.54 | |||||||
| sess2_2 | 5.379 | 0.9591 | 1.93 | 1.226 | 0.999 | 1.01 | 0.984 | 1.012 | 1.001 | 1.035 | 0.991 | 1.017 | 0.002 | 0.157 | 0.002 | -0.4 | 0.89 | 0.11 | -0.67 | -1.19 | -0.06 | 0.3 | 0.04 | 0.05 | 0.91 | 4.79 | 1.36 | 2.66 | 4.42 | 3.73 | 1.185 | 29.17 | 11.89 | 2.453 | 33.83 | 33.02 | 1.025 | 0.996 | 1.047 | -0.74 | 7.057 | 1.0 | 3.259 | 3.213 | 8.142 | 8.142 | 3.72 | 7.525 | 7.525 | 7.057 | 7.462 | |||||
| sess3_2 | 5.281 | 0.9654 | 9.3 | 0.994 | 0.839 | 1.006 | 0.863 | 1.033 | 0.692 | 1.056 | 0.696 | 1.033 | 0.206 | 10.106 | 0.1584 | -0.33 | -0.67 | 3.8 | -0.96 | 0.18 | -0.28 | 3.8 | 0.77 | 1.96 | 0.58 | 4.78 | 1.58 | 8.91 | 23.87 | 23.78 | 1.004 | 35.29 | 31.8 | 1.11 | 25.77 | 25.09 | 1.027 | 0.995 | 1.022 | -1.78 | 4.041 | 0.924 | 5.187 | 3.457 | 3.902 | 4.91 | 9.59 | 4.542 | 4.542 | 4.041 | 6.794 | |||||
| sess4_2 | 1.956 | 0.982 | 6.43 | 230.75 | 0.869 | 1.012 | 1.003 | 1.003 | 0.721 | 1.046 | 0.817 | 1.017 | 0.062 | 6.244 | 0.0878 | -0.19 | -1.94 | -2.47 | 0.0 | 9.11 | 10.28 | 0.886 | 7.69 | 7.54 | 1.02 | 0.993 | 1.557 | 3.423 | 5.044 | 2.356 | 2.356 | 3.135 | ||||||||||||||||||||||||
| sess5_2 | 3.91 | 0.9579 | 1.08 | 1.142 | 0.97 | 0.995 | 1.004 | 1.017 | 1.034 | 1.09 | 0.964 | 1.009 | 0.038 | 3.763 | 0.0935 | -0.28 | -14.53 | -6.1 | 0.22 | 8.3 | 6.15 | 1.351 | 16.72 | 13.25 | 1.261 | 9.98 | 9.46 | 1.054 | 1.062 | 4.241 | 3.339 | 5.966 | 8.101 | 4.335 | 4.335 | 3.022 | 3.322 | |||||||||||||||||||
| sess6_2 | 5.73 | 0.9477 | 30.51 | 1.204 | 0.996 | 1.036 | 1.001 | 1.068 | 1.058 | 1.09 | 1.004 | 1.042 | 0.0 | 0.0 | 0.0 | -0.18 | -0.22 | 0.26 | -0.36 | -15.57 | -11.61 | 0.29 | 0.18 | 0.42 | 0.25 | 2.48 | 0.7 | 1.47 | 9.22 | 6.76 | 1.364 | 43.92 | 32.16 | 1.366 | 28.58 | 28.71 | 0.995 | 1.012 | 1.08 | -5.49 | 7.626 | 0.989 | 4.712 | 4.488 | 6.918 | 6.23 | 6.326 | 5.782 | 5.782 | 7.626 | 8.965 | |||||
| sess2_1 | 6.931 | 0.9406 | 12.93 | 1.011 | 0.998 | 1.036 | 1.009 | 1.034 | 1.03 | 1.079 | 1.0 | 1.043 | 0.0 | 0.0 | 0.0 | -0.61 | -1.26 | 1.09 | -0.49 | -11.27 | -13.76 | 1.32 | 0.7 | 1.84 | 0.37 | 12.97 | 2.87 | 13.93 | 61.49 | 49.86 | 1.233 | 36.73 | 35.04 | 1.048 | 1.014 | 1.003 | -0.14 | 6.654 | 0.956 | 7.413 | 3.859 | 7.652 | 4.815 | 8.577 | 13.163 | 13.163 | 6.654 | 7.372 | 3.66 | |||||||
| sess3_1 | 5.561 | 0.9561 | 1.68 | 1.315 | 0.959 | 1.02 | 0.972 | 1.011 | 1.038 | 1.158 | 0.991 | 1.014 | 0.014 | 1.354 | 0.0208 | -0.67 | 0.02 | 0.99 | -0.36 | -5.91 | 0.1 | 0.99 | 29.88 | 31.06 | 0.962 | 44.36 | 34.02 | 1.304 | 32.02 | 32.87 | 0.974 | 1.053 | 4.717 | 3.499 | 8.279 | 8.283 | 4.247 | 5.662 | 5.662 | 7.27 | ||||||||||||||||
| sess4_1 | 8.487 | 0.9402 | 0.536 | 28.419 | 0.4046 | 1.296 | ||||||||||||||||||||||||||||||||||||||||||||||||||
| sess5_1 | 3.979 | 0.9809 | 4.7 | 1.188 | 0.987 | 1.111 | 0.949 | 1.005 | 1.028 | 1.16 | 0.969 | 1.013 | 0.0 | 0.0 | 0.0 | -0.47 | 0.73 | 0.12 | -0.66 | -9.51 | -2.12 | 0.35 | 2.36 | 8.47 | 21.27 | 21.02 | 1.012 | 1.006 | 1.051 | -1.22 | 7.3 | 1.044 | 3.524 | 1.24 | 3.526 | 4.256 | 4.085 | 4.085 | 7.3 | 3.971 | ||||||||||||||||
| sess6_1 | 7.724 | 0.9357 | 11.73 | 1.032 | 0.99 | 1.028 | 0.911 | 1.077 | 1.058 | 1.117 | 1.012 | 1.029 | 0.0 | 0.0 | 0.0 | -0.73 | -0.23 | 0.92 | -0.38 | -12.48 | -9.53 | 0.92 | 0.16 | 0.21 | 0.06 | 11.02 | 2.4 | 9.05 | 13.6 | 11.32 | 1.201 | 36.87 | 38.67 | 0.954 | 33.2 | 33.07 | 1.004 | 0.976 | 1.007 | -0.64 | 8.785 | 0.999 | 5.705 | 4.623 | 16.003 | 16.016 | 7.76 | 5.953 | 5.953 | 8.785 | 8.622 |
| name | method | dE00 | dE_wall | dE_ceiling | dE_glass | dE_floor | dE_wood | lc_in | lc_ours | lc_fotello | lc_ratio | halo_px | overshoot_mean | overshoot_max | clarity_amount | cast_before | cast_after | cast_fotello | L_p50_ours | L_p50_fotello | ecc | seconds | dollars | extra | confusions | pulled_art_tv_px | art_pct | tv_pct | cabinet_glass_pct | glass_pct | mask_ok | judge_pass | judge_suggestion | judge_delta | retry_kept |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| sess1_2 | plan + 4-stage | 7.462 | 4.482 | 7.005 | 11.576 | 11.736 | 6.984 | 9.925 | 9.634 | 1.03 | 0.0 | 0.49 | 26.85 | 0.281 | 9.82 | 5.89 | 3.85 | 66.3 | 66.6 | 0.8965 | 88.5 | 0.004 | 0 | 0 | 0.0 | 0.0 | 0.0 | 8.22 | True | False | wall_wb | -0.15 | True | ||
| sess2_2 | plan + 4-stage | 6.712 | 4.383 | 6.437 | 11.203 | 8.971 | 6.613 | 9.664 | 9.484 | 1.019 | 0.0 | 0.03 | 2.56 | 0.562 | 1.16 | 0.81 | 0.04 | 74.7 | 74.0 | 0.8583 | 85.4 | 0.004 | 0 | 0 | 0.0 | 0.0 | 0.56 | 2.11 | True | True | wall_wb | -0.1 | |||
| sess3_2 | plan + 4-stage | 7.154 | 6.599 | 5.919 | 5.994 | 5.098 | 5.206 | 7.413 | 10.062 | 9.749 | 1.032 | 0.0 | 2.06 | 27.29 | 0.656 | 2.75 | 2.75 | 3.0 | 53.2 | 54.9 | 0.9179 | 9.8 | 0.004 | 0 | 0 | 0.0 | 0.0 | 0.0 | 25.17 | True | True | wall_wb | -0.1 | ||
| sess4_2 | plan + 4-stage | 2.722 | 2.034 | 4.28 | 5.931 | 2.34 | 3.216 | 3.199 | 1.005 | 0.0 | 0.11 | 7.78 | 0.562 | 73.9 | 73.7 | 0.9046 | 6.6 | 0.004 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | True | True | wall_wb | -0.1 | |||||||
| sess5_2 | plan + 4-stage | 4.247 | 4.502 | 3.656 | 7.282 | 6.061 | 3.021 | 4.071 | 3.969 | 1.026 | 0.0 | 0.12 | 11.9 | 0.75 | 1.72 | 1.03 | 0.63 | 70.6 | 70.8 | 0.8543 | 7.4 | 0.004 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | True | False | wall_wb | -0.1 | True | ||
| sess6_2 | plan + 4-stage | 8.041 | 6.609 | 9.529 | 10.332 | 15.484 | 7.243 | 5.046 | 6.966 | 6.772 | 1.029 | 0.0 | 0.0 | 0.0 | 0.375 | 2.08 | 1.46 | 0.42 | 73.2 | 73.6 | 0.8669 | 89.3 | 0.004 | 0 | 0 | 0.61 | 0.0 | 0.0 | 1.32 | True | False | wall_wb | -0.15 | True | |
| sess2_1 | plan + 4-stage | 8.04 | 8.54 | 7.008 | 8.62 | 13.033 | 6.216 | 7.243 | 9.762 | 9.727 | 1.004 | 0.0 | 0.07 | 6.56 | 0.375 | 5.89 | 5.89 | 1.8 | 72.2 | 72.3 | 0.8549 | 88.2 | 0.154 | 0 | 0 | 0.74 | 0.75 | 0.0 | 1.97 | True | False | wall_wb | -0.2 | False | |
| sess3_1 | plan + 4-stage | 8.656 | 9.193 | 6.363 | 10.089 | 11.63 | 4.704 | 5.892 | 5.828 | 1.011 | 0.0 | 0.0 | 0.0 | 0.469 | 8.29 | 4.98 | 0.01 | 63.7 | 64.0 | 0.8794 | 7.9 | 0.154 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | True | False | wall_wb | -0.2 | False | ||
| sess4_1 | plan + 4-stage | 9.194 | 7.177 | 10.024 | 9.692 | 1.034 | 0.0 | 0.02 | 1.72 | 0.562 | 54.3 | 54.8 | 0.8487 | 5.2 | 0.154 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | False | True | window_pull | 0.15 | ||||||||||
| sess5_1 | plan + 4-stage | 4.829 | 4.256 | 2.758 | 8.247 | 8.126 | 6.848 | 5.466 | 7.584 | 7.337 | 1.034 | 0.0 | 0.02 | 2.01 | 0.375 | 67.7 | 67.8 | 0.9574 | 87.4 | 0.154 | 0 | 0 | 0.0 | 1.49 | 0.0 | 1.65 | True | False | window_pull | -0.15 | False | ||||
| sess6_1 | plan + 4-stage | 9.685 | 8.168 | 10.36 | 13.489 | 8.544 | 15.201 | 5.035 | 6.763 | 6.714 | 1.007 | 0.0 | 0.0 | 0.0 | 0.281 | 4.43 | 4.43 | 0.2 | 73.8 | 74.8 | 0.849 | 88.7 | 0.154 | 0 | 0 | 3.98 | 0.0 | 0.0 | 1.0 | True | False | wall_wb | 0.2 | True | |
| ng_008 | plan + 4-stage | 5.368 | 5.732 | 0.0 | 0.0 | 0.0 | 0.094 | 2.87 | 1.43 | 72.5 | 3.4 | 0.002 | no Fotello pair; law-based fallbacks (warm-neutral wall WB, no glass) | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | True | 0.0 |
| name | method | class | iou | boundary_f | boundary_precision | boundary_recall | over_paint_pct | missed_pct | coverage_pct | seconds | dollars | extra |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ng_008 | current_stack | wall | 0.8521 | 0.2009 | 0.22 | 0.1848 | 1.66 | 3.16 | 29.43 | 0.02 | 0.0 | vs Fotello wall/ceiling-colour-tool truth |
| ng_008 | lab-heuristic | wall | 0.9153 | 0.3341 | 0.3129 | 0.3584 | 0.45 | 2.2 | 29.18 | 1.97 | 0.0 | vs Fotello wall/ceiling-colour-tool truth |
| ng_008 | lab-heuristic | ceiling | 0.923 | 0.0547 | 0.0426 | 0.0763 | 1.36 | 0.51 | 23.7 | 1.97 | 0.0 | vs Fotello wall/ceiling-colour-tool truth |
| ng_008 | semseg | wall | 0.9086 | 0.1365 | 0.1513 | 0.1242 | 0.36 | 2.5 | 28.78 | 12.0 | 0.0 | vs Fotello wall/ceiling-colour-tool truth |
| ng_008 | semseg | ceiling | 0.9409 | 0.2194 | 0.242 | 0.2007 | 0.52 | 0.86 | 22.52 | 12.0 | 0.0 | vs Fotello wall/ceiling-colour-tool truth |
| ng_008 | gemini-seg | wall | 0.6199 | 0.0504 | 0.0557 | 0.0461 | 3.54 | 9.56 | 24.9 | 31.9 | 0.002 | vs Fotello wall/ceiling-colour-tool truth |
| ng_008 | gemini-seg | ceiling | 0.8629 | 0.0819 | 0.1084 | 0.0658 | 2.48 | 0.99 | 24.35 | 31.9 | 0.002 | vs Fotello wall/ceiling-colour-tool truth |
| ng_008 | florence-2 | wall | 0.1667 | 0.0666 | 0.2185 | 0.0393 | 0.08 | 25.76 | 5.25 | 62.0 | 0.0 | vs Fotello wall/ceiling-colour-tool truth |
| ng_008 | florence-2 | ceiling | 0.8845 | 0.2015 | 0.3288 | 0.1452 | 0.6 | 2.11 | 21.35 | 62.0 | 0.0 | vs Fotello wall/ceiling-colour-tool truth |
| ng_008 | paint-over | wall | 0.9514 | 0.1426 | 0.1542 | 0.1326 | 0.12 | 1.39 | 29.65 | 10.0 | 0.15 | vs Fotello wall/ceiling-colour-tool truth |
| ng_008 | paint-over | ceiling | 0.9553 | 0.0059 | 0.0063 | 0.0055 | 0.02 | 1.01 | 21.86 | 10.0 | 0.15 | vs Fotello wall/ceiling-colour-tool truth |
| sess1_2 | semseg | coverage | 24.22 | wall=24.2 ceiling=9.7 floor=8.3 wood_floor=8.3 window_pane=13.6 window_frame=4.3 mirror=0.0 cabinet=0.0 countertop=0.0 trim=0.0 | ||||||||
| sess1_2 | gemini-seg | coverage | 26.55 | wall=26.5 ceiling=8.6 floor=29.6 wood_floor=11.9 window_pane=13.2 window_frame=17.6 mirror=2.1 cabinet=0.0 countertop=0.0 trim=18.6 | ||||||||
| sess1_2 | florence-2 | coverage | 14.94 | wall=14.9 ceiling=10.2 floor=5.8 wood_floor=7.4 window_pane=2.0 window_frame=2.0 mirror=2.0 cabinet=0.2 countertop=0.1 trim=11.9 | ||||||||
| sess1_2 | paint-over | coverage | 22.06 | wall=22.1 ceiling=9.6 floor=0.0 wood_floor=9.3 window_pane=8.7 window_frame=2.8 mirror=2.0 cabinet=1.3 countertop=12.2 trim=28.8 | ||||||||
| sess2_2 | semseg | coverage | 21.06 | wall=21.1 ceiling=16.2 floor=1.8 wood_floor=1.8 window_pane=14.5 window_frame=0.0 mirror=0.0 cabinet=0.0 countertop=0.0 trim=0.0 | ||||||||
| sess2_2 | gemini-seg | coverage | 15.64 | wall=15.6 ceiling=17.3 floor=4.9 wood_floor=4.9 window_pane=5.2 window_frame=15.5 mirror=0.0 cabinet=22.5 countertop=16.1 trim=15.5 | ||||||||
| sess2_2 | florence-2 | coverage | 3.94 | wall=3.9 ceiling=15.2 floor=13.7 wood_floor=1.8 window_pane=3.0 window_frame=3.0 mirror=1.0 cabinet=7.7 countertop=0.5 trim=0.2 | ||||||||
| sess2_2 | paint-over | coverage | 17.26 | wall=17.3 ceiling=16.5 floor=0.0 wood_floor=4.9 window_pane=2.1 window_frame=2.3 mirror=0.0 cabinet=18.3 countertop=16.2 trim=19.2 | ||||||||
| sess3_2 | semseg | coverage | 5.39 | wall=5.4 ceiling=6.0 floor=8.4 wood_floor=8.4 window_pane=7.7 window_frame=6.6 mirror=0.0 cabinet=0.0 countertop=0.0 trim=0.0 | ||||||||
| sess3_2 | gemini-seg | coverage | 20.17 | wall=20.2 ceiling=10.0 floor=17.7 wood_floor=8.7 window_pane=38.1 window_frame=50.3 mirror=0.0 cabinet=0.0 countertop=0.0 trim=44.8 | ||||||||
| sess3_2 | florence-2 | coverage | 21.23 | wall=21.2 ceiling=9.6 floor=9.3 wood_floor=9.4 window_pane=26.0 window_frame=25.8 mirror=14.9 cabinet=2.4 countertop=0.5 trim=2.3 | ||||||||
| sess3_2 | paint-over | coverage | 29.2 | wall=29.2 ceiling=8.9 floor=8.7 wood_floor=3.0 window_pane=31.8 window_frame=11.3 mirror=0.0 cabinet=1.3 countertop=3.0 trim=0.8 | ||||||||
| sess4_2 | semseg | coverage | 60.38 | wall=60.4 ceiling=0.0 floor=0.2 wood_floor=0.2 window_pane=0.0 window_frame=17.6 mirror=0.0 cabinet=0.0 countertop=0.0 trim=0.0 | ||||||||
| sess4_2 | gemini-seg | coverage | 61.14 | wall=61.1 ceiling=0.0 floor=0.3 wood_floor=0.3 window_pane=0.0 window_frame=0.0 mirror=0.0 cabinet=0.0 countertop=0.0 trim=6.1 | ||||||||
| sess4_2 | florence-2 | coverage | 60.18 | wall=60.2 ceiling=0.3 floor=0.2 wood_floor=0.2 window_pane=1.8 window_frame=16.7 mirror=1.7 cabinet=16.8 countertop=0.4 trim=0.4 | ||||||||
| sess4_2 | paint-over | coverage | 60.18 | wall=60.2 ceiling=0.8 floor=0.4 wood_floor=0.0 window_pane=0.0 window_frame=0.0 mirror=0.0 cabinet=0.0 countertop=31.0 trim=6.6 | ||||||||
| sess5_2 | semseg | coverage | 35.78 | wall=35.8 ceiling=0.2 floor=1.7 wood_floor=1.7 window_pane=0.0 window_frame=31.5 mirror=0.0 cabinet=0.0 countertop=0.0 trim=0.0 | ||||||||
| sess5_2 | gemini-seg | coverage | 26.58 | wall=26.6 ceiling=3.7 floor=2.8 wood_floor=2.0 window_pane=0.0 window_frame=0.0 mirror=1.5 cabinet=3.4 countertop=0.0 trim=5.1 | ||||||||
| sess5_2 | florence-2 | coverage | 21.42 | wall=21.4 ceiling=1.8 floor=0.5 wood_floor=4.0 window_pane=2.8 window_frame=2.8 mirror=2.8 cabinet=2.8 countertop=1.8 trim=1.7 | ||||||||
| sess5_2 | paint-over | coverage | 31.96 | wall=32.0 ceiling=9.1 floor=7.3 wood_floor=3.9 window_pane=0.0 window_frame=0.0 mirror=1.2 cabinet=0.0 countertop=9.0 trim=36.1 | ||||||||
| sess6_2 | semseg | coverage | 19.54 | wall=19.5 ceiling=23.7 floor=9.2 wood_floor=9.2 window_pane=3.3 window_frame=1.6 mirror=0.0 cabinet=0.0 countertop=0.0 trim=0.0 | ||||||||
| sess6_2 | gemini-seg | coverage | 21.66 | wall=21.7 ceiling=21.5 floor=12.3 wood_floor=11.2 window_pane=1.1 window_frame=3.3 mirror=0.0 cabinet=8.4 countertop=0.4 trim=10.1 | ||||||||
| sess6_2 | florence-2 | coverage | 1.66 | wall=1.7 ceiling=23.6 floor=6.1 wood_floor=6.1 window_pane=1.1 window_frame=1.3 mirror=0.3 cabinet=2.4 countertop=0.2 trim=1.5 | ||||||||
| sess6_2 | paint-over | coverage | 24.32 | wall=24.3 ceiling=23.2 floor=1.5 wood_floor=8.4 window_pane=1.4 window_frame=1.6 mirror=0.0 cabinet=6.6 countertop=15.3 trim=6.8 |


































































































































































































































