sess1_2
in
fotello
ours
overlay
crop_window
crop_trim
depth
winner mask overlay (bake-off)
Winner mask method: paint-over (gemini-3.1-flash-image-preview flat-colour repaint at 4K, ECC-aligned, nearest-palette Lab classification refined on the original pixels). NG-008 wall IoU 0.9514 / ceiling 0.9553 vs Fotello truth. Tone is matched to the aligned Fotello pair per frame (PCHIP global curve + region WB + glass balance + local contrast). Depth is kept from round 2 and used only for wall-flatten gating.
| 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 |
| name | method | dE00 | dE_wall | dE_ceiling | dE_glass | lc_in | lc_ours | lc_fotello | lc_ratio | L_p50_in | L_p50_fotello | L_p50_ours | L_p1_fotello | L_p1_ours | L_p99_fotello | L_p99_ours | wall_a95 | wall_b95 | ecc | seconds | extra |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| sess1_2 | paint-over + tone3 | 7.974 | 4.596 | 7.356 | 14.954 | 8.457 | 9.712 | 9.634 | 1.008 | 51.7 | 66.6 | 65.7 | 6.6 | 4.0 | 93.0 | 92.7 | 1.73 | 2.42 | 0.8965 | 11.9 | winner masks paint-over (method b); tone matched to aligned Fotello |
| sess2_2 | paint-over + tone3 | 6.845 | 4.775 | 6.636 | 12.916 | 7.245 | 9.49 | 9.484 | 1.001 | 46.1 | 74.0 | 73.7 | 1.7 | 0.2 | 96.6 | 97.8 | -0.54 | 5.94 | 0.8583 | 6.0 | winner masks paint-over (method b); tone matched to aligned Fotello |
| sess3_2 | paint-over + tone3 | 7.844 | 7.379 | 7.065 | 8.05 | 7.328 | 9.859 | 9.749 | 1.011 | 44.9 | 54.9 | 53.2 | 8.4 | 6.6 | 96.5 | 98.1 | 4.08 | -1.34 | 0.9179 | 6.5 | winner masks paint-over (method b); tone matched to aligned Fotello |
| sess4_2 | paint-over + tone3 | 2.854 | 2.428 | 4.82 | nan | 2.412 | 3.278 | 3.199 | 1.025 | 57.0 | 73.7 | 73.3 | 2.2 | 1.2 | 86.0 | 86.8 | -0.85 | 0.74 | 0.9046 | 5.2 | winner masks paint-over (method b); tone matched to aligned Fotello |
| sess5_2 | paint-over + tone3 | 4.628 | 4.946 | 3.976 | nan | 2.849 | 4.14 | 3.969 | 1.043 | 48.9 | 70.8 | 70.6 | 6.8 | 4.0 | 88.6 | 88.5 | 0.87 | 3.36 | 0.8543 | 4.8 | winner masks paint-over (method b); tone matched to aligned Fotello |
| sess6_2 | paint-over + tone3 | 7.997 | 6.577 | 9.657 | 9.613 | 5.732 | 6.911 | 6.772 | 1.021 | 55.7 | 73.6 | 73.1 | 5.6 | 4.0 | 95.0 | 94.4 | -0.54 | 4.57 | 0.8669 | 6.0 | winner masks paint-over (method b); tone matched to aligned Fotello |
