relab — round 4 gallery (plan → execute → judge)

Each frame: a gemini-3.5-flash planner names the room, every surface and every bright rectangle (glass vs art/TV/mirror), then corrective stages run on the round-3 paint-over masks gated by the planner: (a) window pull (glass only), (b) cast repaint (near-light chroma → the surface's own far chroma), (c) local WB per surface, (d) clarity, (e) global PCHIP curve → 2048. One judge call then PASS/FAILs three 100% crops and one retry is applied.

Round-4 metrics (vs aligned Fotello)

name	method	dE00	dE_wall	dE_ceiling	dE_glass	dE_floor	dE_wood	lc_in	lc_ours	lc_fotello	lc_ratio	overshoot_mean	overshoot_max	clarity_amount	cast_before	cast_after	cast_fotello	L_p50_ours	L_p50_fotello	ecc	seconds	dollars	extra	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	0.49	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	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	0.03	2.56	0.562	1.16	0.81	0.04	74.7	74.0	0.8583	85.4	0.004		0.0	0.0	0.56	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	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	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	0.11	7.78	0.562				73.9	73.7	0.9046	6.6	0.004		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	0.12	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	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	0.375	2.08	1.46	0.42	73.2	73.6	0.8669	89.3	0.004		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	0.07	6.56	0.375	5.89	5.89	1.8	72.2	72.3	0.8549	88.2	0.154		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	0.469	8.29	4.98	0.01	63.7	64.0	0.8794	7.9	0.154		0.0	0.0	0.0	0.0	True	False	wall_wb	-0.2	False
sess4_1	plan + 4-stage	9.194						7.177	10.024	9.692	1.034	0.02	1.72	0.562				54.3	54.8	0.8487	5.2	0.154		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	0.02	2.01	0.375				67.7	67.8	0.9574	87.4	0.154		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	0.281	4.43	4.43	0.2	73.8	74.8	0.849	88.7	0.154		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	0.094	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	True			0.0

Round-3 comparison

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

Mask bake-off (NG-008)

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

Frames — plan · stages · judge

sess1_2 — dE 7.462 · lc_ratio 1.03 · halo 0.0px · confusions 0 · judge False

plan: room=living_room, 16 regions, 7 bright rects. edits: window_pull=0.7, wall_wb=0.0, wood_restore=0.2, clarity=0.5, flatten=0.3, cast_repaint=2.
bright rectangles:

window_glass [210, 414, 538, 481] — window pane showing exterior view
window_glass [175, 509, 548, 612] — window pane showing outdoor trees
window_glass [125, 651, 550, 771] — window pane showing outdoor foliage
window_glass [245, 938, 685, 1000] — glass door showing outdoor patio
mirror [340, 90, 500, 158] — mirror reflecting the room and window
mirror [360, 225, 500, 275] — mirror reflecting the room interior
mirror [375, 322, 500, 362] — mirror reflecting the room interior

light sources:

warm lamp (warm, str 0.6)
warm lamp (warm, str 0.7)
warm lamp (warm, str 0.7)
daylight (neutral, str 0.8)

warnings:

mirrors on the left wall reflect the room and windows
glass door on the far right shows outdoor patio

judge: FAIL

window: FAIL — Excessive cyan tint on window glass and reflections compared to reference.
wall_near_window: FAIL — Wall and trim show an unnatural warm pinkish color cast.
wood_floor: FAIL — Strong blue color cast on background windows and cool shadows.

suggested change: wall_wb -0.15 (Adjust white balance to neutralize pink wall tones and blue window casts.) · retry {'wall_wb': 0.0} kept=True (dE 7.462→7.462)

fotello

ours

overlay

crop_window

crop_wall

crop_wood

judge_contact

sess2_2 — dE 6.712 · lc_ratio 1.019 · halo 0.0px · confusions 0 · judge True

plan: room=kitchen, 10 regions, 5 bright rects. edits: window_pull=0.6, wall_wb=0.4, wood_restore=0.3, clarity=0.4, flatten=0.3, cast_repaint=1.
bright rectangles:

window_glass [270, 235, 460, 355] — window pane showing brick building opposite
window_glass [190, 0, 440, 65] — leftmost window pane showing exterior
window_glass [340, 465, 470, 505] — middle window pane showing exterior
window_glass [370, 555, 480, 595] — rightmost window pane showing exterior
cabinet_glass [400, 650, 485, 715] — glass doors of the small decorative wall cabinet

light sources:

warm lamp (warm, str 0.8)
warm lamp (warm, str 0.8)
daylight (neutral, str 0.5)

warnings:

small wall cabinet has glass doors
curtains cover lower half of windows

judge: PASS

window: PASS — Clean window pull with natural exposure and no halos.
wall_near_window: PASS — Slightly warmer white balance but clean and acceptable.
wood_floor: PASS — Good clarity and tone on the lower surfaces.

suggested change: wall_wb -0.1 (Cool down white balance slightly to reduce warm cast.) · retry not applied (pass or no strength change)

fotello

ours

overlay

crop_window

crop_wall

crop_wood

judge_contact

sess3_2 — dE 7.154 · lc_ratio 1.032 · halo 0.0px · confusions 0 · judge True

plan: room=balcony, 8 regions, 5 bright rects. edits: window_pull=0.4, wall_wb=0.2, wood_restore=0.1, clarity=0.3, flatten=0.2, cast_repaint=0.
bright rectangles:

window_glass [190, 0, 1000, 198] — sliding door glass pane reflecting the outdoor street scene
window_glass [250, 200, 900, 350] — sliding door glass pane showing dark interior screen
window_glass [320, 475, 795, 578] — sliding door glass pane showing interior hallway
window_glass [310, 580, 825, 708] — sliding door glass pane showing interior wood floor
window_glass [265, 817, 595, 875] — small window pane showing outdoor trees and sky

light sources:

daylight (neutral, str 0.8)

warnings:

left sliding door glass shows strong exterior reflection

judge: PASS

window: PASS — Excellent exposure match and clean frame edges without halos.
wall_near_window: PASS — Bricks are slightly warmer but white balance remains natural.
wood_floor: PASS — Good clarity and natural tones on both floor surfaces.

suggested change: wall_wb -0.1 (Slightly reduce warm/pink cast on the brick wall.) · retry not applied (pass or no strength change)

fotello

ours

overlay

crop_window

crop_wall

crop_wood

judge_contact

sess4_2 — dE 2.722 · lc_ratio 1.005 · halo 0.0px · confusions 0 · judge True

plan: room=laundry, 5 regions, 0 bright rects. edits: window_pull=0.0, wall_wb=0.5, wood_restore=0.0, clarity=0.4, flatten=0.5, cast_repaint=0.
bright rectangles:

none

light sources:

other (warm, str 0.5)

warnings:

none

judge: PASS

window: PASS — Clean exposure and details matching the reference closely.
wall_near_window: PASS — Neutral white balance with minimal color cast on the wall surface.
wood_floor: PASS — Good clarity and natural tones matching the reference edit.

suggested change: wall_wb -0.1 (Slightly reduce warmth to match the cooler reference tone.) · retry not applied (pass or no strength change)

fotello

ours

overlay

crop_window

crop_wall

crop_wood

judge_contact

sess5_2 — dE 4.247 · lc_ratio 1.026 · halo 0.0px · confusions 0 · judge False

plan: room=bathroom, 9 regions, 1 bright rects. edits: window_pull=0.0, wall_wb=0.5, wood_restore=0.3, clarity=0.4, flatten=0.3, cast_repaint=1.
bright rectangles:

mirror [165, 378, 410, 452] — Reflective mirror glass showing the opposite wall

light sources:

warm lamp (warm, str 0.8)
warm lamp (warm, str 0.7)

warnings:

none

judge: FAIL

window: PASS — Good match, slightly warmer than reference.
wall_near_window: FAIL — Slight warm color cast compared to neutral reference.
wood_floor: PASS — Good clarity, slightly higher saturation than reference.

suggested change: wall_wb -0.1 (Reduce warm cast on walls for neutral white balance.) · retry {'wall_wb': 0.4} kept=True (dE 4.247→4.247)

fotello

ours

overlay

crop_window

crop_wall

crop_wood

judge_contact

sess6_2 — dE 8.041 · lc_ratio 1.029 · halo 0.0px · confusions 0 · judge False

plan: room=dining_room, 16 regions, 4 bright rects. edits: window_pull=0.3, wall_wb=0.2, wood_restore=0.1, clarity=0.3, flatten=0.2, cast_repaint=1.
bright rectangles:

art_or_poster [425, 662, 585, 700] — framed artwork on the wall
window_glass [415, 775, 595, 855] — window with white shutters in background
window_glass [425, 915, 615, 970] — glass panes on the exterior door
window_glass [340, 903, 405, 968] — transom window above the door

light sources:

warm lamp (warm, str 0.6)
daylight (neutral, str 0.8)
warm lamp (warm, str 0.4)

warnings:

none

judge: FAIL

window: FAIL — Ours lacks exterior detail in shutters and has blue tint on door glass.
wall_near_window: FAIL — Strong blue and magenta color casts on walls compared to neutral reference.
wood_floor: FAIL — Wood handrail and surrounding carpet have a strong blue color cast.

suggested change: wall_wb -0.15 (Reduce blue cast to match the neutral white balance of the reference.) · retry {'wall_wb': 0.05000000000000002} kept=True (dE 8.041→8.041)

fotello

ours

overlay

crop_window

crop_wall

crop_wood

judge_contact

sess2_1 — dE 8.04 · lc_ratio 1.004 · halo 0.0px · confusions 0 · judge False

plan: room=living_room, 18 regions, 5 bright rects. edits: window_pull=0.6, wall_wb=0.4, wood_restore=0.3, clarity=0.4, flatten=0.3, cast_repaint=0.
bright rectangles:

window_glass [370, 100, 625, 212] — Left window pane showing exterior brick wall.
window_glass [395, 278, 605, 355] — Middle window pane showing exterior daylight.
window_glass [410, 398, 590, 455] — Right window pane showing exterior daylight.
tv [468, 478, 565, 555] — Dark reflective television screen.
art_or_poster [360, 7, 545, 47] — Framed picture on the left wall.

light sources:

daylight (neutral, str 0.7)
warm lamp (warm, str 0.6)
other (warm, str 0.4)

warnings:

none

judge: FAIL

window: FAIL — Exterior view is overexposed and lacks detail.
wall_near_window: FAIL — Wall has a strong yellow-green color cast.
wood_floor: FAIL — Wood tones are overly warm and lack clarity.

suggested change: wall_wb -0.2 (Reduce yellow cast to match neutral reference wall.) · retry {'wall_wb': 0.2} kept=False (dE 8.04→8.061)

fotello

ours

overlay

crop_window

crop_wall

crop_wood

judge_contact

sess3_1 — dE 8.656 · lc_ratio 1.011 · halo 0.0px · confusions 0 · judge False

plan: room=kitchen, 10 regions, 0 bright rects. edits: window_pull=0.0, wall_wb=0.4, wood_restore=0.5, clarity=0.4, flatten=0.3, cast_repaint=1.
bright rectangles:

none

light sources:

warm lamp (warm, str 0.8)

warnings:

none

judge: FAIL

window: FAIL — Purple color cast on the white door and trim.
wall_near_window: FAIL — Strong pink and magenta color cast on gray walls.
wood_floor: FAIL — Floor has an unnatural yellow-green tint compared to reference.

suggested change: wall_wb -0.2 (Reduce magenta and yellow casts to achieve neutral white balance.) · retry {'wall_wb': 0.2} kept=False (dE 8.656→9.005)

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sess4_1 — dE 9.194 · lc_ratio 1.034 · halo 0.0px · confusions 0 · judge True

plan: room=balcony, 7 regions, 0 bright rects. edits: window_pull=0.0, wall_wb=0.3, wood_restore=0.0, clarity=0.4, flatten=0.3, cast_repaint=0.
bright rectangles:

none

light sources:

daylight (neutral, str 0.8)

warnings:

none

judge: PASS

window: PASS — Slightly cooler and less vibrant than reference, but clean.
wall_near_window: PASS — Identical crop shown; white balance is slightly cool.
wood_floor: PASS — Identical crop shown; wood floor is not visible.

suggested change: window_pull 0.15 (Increase warmth and saturation to match reference.) · retry not applied (pass or no strength change)

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sess5_1 — dE 4.829 · lc_ratio 1.034 · halo 0.0px · confusions 0 · judge False

plan: room=kitchen, 14 regions, 3 bright rects. edits: window_pull=0.7, wall_wb=0.6, wood_restore=0.0, clarity=0.4, flatten=0.5, cast_repaint=2.
bright rectangles:

window_glass [280, 338, 388, 442] — upper window pane showing blue exterior
window_glass [392, 338, 502, 440] — lower window pane showing blue exterior
tv [435, 158, 548, 290] — small black monitor screen

light sources:

blue window light (blue, str 0.7)
warm lamp (warm, str 0.8)
warm lamp (warm, str 0.8)
warm lamp (warm, str 0.8)

warnings:

small monitor on backsplash is a TV, not a window
microwave door is not a window

judge: FAIL

window: FAIL — Poor masking with blue halos around faucet and frame.
wall_near_window: FAIL — Warm yellow color cast on white tile backsplash.
wood_floor: FAIL — Cabinetry and floor exhibit an incorrect warm brown tint.

suggested change: window_pull -0.15 (Reduce blue cast and fix masking halos.) · retry {'window_pull': 0.5499999999999999} kept=False (dE 4.829→4.848)

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sess6_1 — dE 9.685 · lc_ratio 1.007 · halo 0.0px · confusions 0 · judge False

plan: room=living_room, 17 regions, 5 bright rects. edits: window_pull=0.6, wall_wb=0.3, wood_restore=0.4, clarity=0.4, flatten=0.2, cast_repaint=0.
bright rectangles:

window_glass [476, 322, 588, 387] — left window pane showing exterior view
window_glass [488, 555, 590, 621] — right window pane showing exterior view
art_or_poster [320, 162, 588, 267] — large framed abstract painting on left wall
art_or_poster [404, 430, 500, 514] — framed tree painting above fireplace
art_or_poster [418, 647, 534, 677] — framed artwork on right wall

light sources:

daylight (neutral, str 0.7)
warm lamp (warm, str 0.3)

warnings:

large art on left wall is not a window

judge: FAIL

window: FAIL — Significant blue color cast on surrounding walls and ceiling.
wall_near_window: FAIL — Severe blue and purple tint on the wall surfaces.
wood_floor: FAIL — Extreme blue color cast obscuring the natural wood tone.

suggested change: wall_wb 0.2 (Increase warmth to eliminate the heavy blue color casts.) · retry {'wall_wb': 0.5} kept=True (dE 9.695→9.685)

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ng_008 — dE · lc_ratio · halo 0.0px · confusions 0 · judge

plan: room=dining_room, 8 regions, 0 bright rects. edits: window_pull=0.0, wall_wb=0.4, wood_restore=0.5, clarity=0.5, flatten=0.4, cast_repaint=2.
bright rectangles:

none

light sources:

warm lamp (warm, str 0.6)
warm lamp (warm, str 0.4)
daylight (neutral, str 0.7)

warnings:

extremely saturated cyan walls may cause heavy color casting on ceiling and floor

judge: skipped — no Fotello pair for NG-008; judged against derived wall/ceiling truth only

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