[09/21 19:54:20] d2.data.datasets.coco INFO: Loaded 2000 images with semantic segmentation from datasets/ADEChallengeData2016/images/validation
[09/21 19:54:20] d2.data.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(512, 512), max_size=2048, sample_style='choice')]
[09/21 19:54:20] d2.data.common INFO: Serializing 2000 elements to byte tensors and concatenating them all ...
[09/21 19:54:20] d2.data.common INFO: Serialized dataset takes 0.39 MiB
[09/21 19:54:20] d2.data.datasets.coco INFO: Loaded 2000 images with semantic segmentation from datasets/ADEChallengeData2016/images/validation
[09/21 19:54:20] d2.evaluation.evaluator INFO: Start inference on 1000 batches
[09/21 19:54:24] d2.evaluation.evaluator INFO: Inference done 11/1000. Dataloading: 0.0010 s/iter. Inference: 0.0425 s/iter. Eval: 0.0068 s/iter. Total: 0.0503 s/iter. ETA=0:00:49
[09/21 19:54:29] d2.evaluation.evaluator INFO: Inference done 111/1000. Dataloading: 0.0014 s/iter. Inference: 0.0414 s/iter. Eval: 0.0073 s/iter. Total: 0.0502 s/iter. ETA=0:00:44
[09/21 19:54:34] d2.evaluation.evaluator INFO: Inference done 212/1000. Dataloading: 0.0014 s/iter. Inference: 0.0408 s/iter. Eval: 0.0078 s/iter. Total: 0.0500 s/iter. ETA=0:00:39
[09/21 19:54:39] d2.evaluation.evaluator INFO: Inference done 314/1000. Dataloading: 0.0014 s/iter. Inference: 0.0405 s/iter. Eval: 0.0078 s/iter. Total: 0.0497 s/iter. ETA=0:00:34
[09/21 19:54:44] d2.evaluation.evaluator INFO: Inference done 420/1000. Dataloading: 0.0014 s/iter. Inference: 0.0403 s/iter. Eval: 0.0074 s/iter. Total: 0.0491 s/iter. ETA=0:00:28
[09/21 19:54:49] d2.evaluation.evaluator INFO: Inference done 516/1000. Dataloading: 0.0014 s/iter. Inference: 0.0406 s/iter. Eval: 0.0078 s/iter. Total: 0.0497 s/iter. ETA=0:00:24
[09/21 19:54:54] d2.evaluation.evaluator INFO: Inference done 613/1000. Dataloading: 0.0014 s/iter. Inference: 0.0406 s/iter. Eval: 0.0080 s/iter. Total: 0.0500 s/iter. ETA=0:00:19
[09/21 19:54:59] d2.evaluation.evaluator INFO: Inference done 716/1000. Dataloading: 0.0014 s/iter. Inference: 0.0407 s/iter. Eval: 0.0078 s/iter. Total: 0.0499 s/iter. ETA=0:00:14
[09/21 19:55:04] d2.evaluation.evaluator INFO: Inference done 817/1000. Dataloading: 0.0014 s/iter. Inference: 0.0407 s/iter. Eval: 0.0077 s/iter. Total: 0.0498 s/iter. ETA=0:00:09
[09/21 19:55:09] d2.evaluation.evaluator INFO: Inference done 920/1000. Dataloading: 0.0014 s/iter. Inference: 0.0406 s/iter. Eval: 0.0077 s/iter. Total: 0.0497 s/iter. ETA=0:00:03
[09/21 19:55:13] d2.evaluation.evaluator INFO: Total inference time: 0:00:49.621259 (0.049871 s / iter per device, on 2 devices)
[09/21 19:55:13] d2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:40 (0.040508 s / iter per device, on 2 devices)
[09/21 19:55:14] d2.evaluation.sem_seg_evaluation INFO: OrderedDict([('sem_seg', {'mIoU': 48.710175033382555, 'fwIoU': 72.62578730086464, 'IoU-wall': 77.75335928620254, 'IoU-building': 82.96818080819347, 'IoU-sky': 94.52994978892454, 'IoU-floor': 82.50632060186936, 'IoU-tree': 73.61700655375834, 'IoU-ceiling': 84.09211653921844, 'IoU-road, route': 83.45913345939691, 'IoU-bed': 88.36068903297993, 'IoU-window ': 61.02078569574169, 'IoU-grass': 68.53618569472157, 'IoU-cabinet': 59.51100891151573, 'IoU-sidewalk, pavement': 67.4917468890168, 'IoU-person': 83.00754357027073, 'IoU-earth, ground': 37.694132373205036, 'IoU-door': 44.49024955211219, 'IoU-table': 61.542440302921364, 'IoU-mountain, mount': 59.50115631990973, 'IoU-plant': 53.03796242087847, 'IoU-curtain': 75.96274706445084, 'IoU-chair': 61.03536953219757, 'IoU-car': 84.76922825144155, 'IoU-water': 51.98972265848339, 'IoU-painting, picture': 73.0340508109127, 'IoU-sofa': 66.64466635075546, 'IoU-shelf': 39.15673085290862, 'IoU-house': 51.19844548167563, 'IoU-sea': 68.07298179360063, 'IoU-mirror': 65.15221031776224, 'IoU-rug': 69.66233467870364, 'IoU-field': 35.3059276119547, 'IoU-armchair': 43.92037924597312, 'IoU-seat': 58.08987894390582, 'IoU-fence': 43.335586212380235, 'IoU-desk': 49.05845684790581, 'IoU-rock, stone': 36.49497406163337, 'IoU-wardrobe, closet, press': 54.404637464499764, 'IoU-lamp': 66.72341999548512, 'IoU-tub': 80.87983865902763, 'IoU-rail': 33.62605059605483, 'IoU-cushion': 56.83043263938672, 'IoU-base, pedestal, stand': 30.73214374816351, 'IoU-box': 22.042146737947455, 'IoU-column, pillar': 44.28466760974526, 'IoU-signboard, sign': 37.98878401767965, 'IoU-chest of drawers, chest, bureau, dresser': 29.919386715068125, 'IoU-counter': 25.511308037115377, 'IoU-sand': 33.626173655075384, 'IoU-sink': 67.01601931735082, 'IoU-skyscraper': 26.77619731772383, 'IoU-fireplace': 66.51241302209976, 'IoU-refrigerator, icebox': 64.98010836266126, 'IoU-grandstand, covered stand': 43.74611257827647, 'IoU-path': 27.624056205195302, 'IoU-stairs': 31.335970415676805, 'IoU-runway': 70.97691423224143, 'IoU-case, display case, showcase, vitrine': 42.318831871733465, 'IoU-pool table, billiard table, snooker table': 93.78629033376704, 'IoU-pillow': 60.45534241384919, 'IoU-screen door, screen': 49.842286996016796, 'IoU-stairway, staircase': 32.50523806584025, 'IoU-river': 7.934290593432027, 'IoU-bridge, span': 69.51546187529381, 'IoU-bookcase': 34.978899056006775, 'IoU-blind, screen': 40.4722621284861, 'IoU-coffee table': 66.45593645651027, 'IoU-toilet, can, commode, crapper, pot, potty, stool, throne': 88.68250860069057, 'IoU-flower': 39.77650489825846, 'IoU-book': 49.74166378272462, 'IoU-hill': 10.812013384691669, 'IoU-bench': 42.844270509967515, 'IoU-countertop': 65.66955953312747, 'IoU-stove': 77.98166621730924, 'IoU-palm, palm tree': 52.879421077114685, 'IoU-kitchen island': 43.74443793776023, 'IoU-computer': 70.92124620349279, 'IoU-swivel chair': 53.709657403026526, 'IoU-boat': 40.8184082928897, 'IoU-bar': 48.17428110722924, 'IoU-arcade machine': 19.35005236820668, 'IoU-hovel, hut, hutch, shack, shanty': 29.706194189854628, 'IoU-bus': 88.75680479946672, 'IoU-towel': 73.16955450403327, 'IoU-light': 59.36299444913053, 'IoU-truck': 31.44015597232526, 'IoU-tower': 28.120465740212317, 'IoU-chandelier': 66.28241452118682, 'IoU-awning, sunshade, sunblind': 31.701287443413488, 'IoU-street lamp': 37.114840801829885, 'IoU-booth': 35.1960790686488, 'IoU-tv': 66.72125617912184, 'IoU-plane': 53.12130098135458, 'IoU-dirt track': 1.3386862653780651, 'IoU-clothes': 37.812514077210686, 'IoU-pole': 33.16773721856472, 'IoU-land, ground, soil': 3.5474354958602343, 'IoU-bannister, banister, balustrade, balusters, handrail': 22.76738534657249, 'IoU-escalator, moving staircase, moving stairway': 53.620631284488226, 'IoU-ottoman, pouf, pouffe, puff, hassock': 37.855415275963814, 'IoU-bottle': 24.248175346909353, 'IoU-buffet, counter, sideboard': 38.3826586162526, 'IoU-poster, posting, placard, notice, bill, card': 24.171734323171695, 'IoU-stage': 10.731837442416408, 'IoU-van': 46.95820023573222, 'IoU-ship': 4.741388503785859, 'IoU-fountain': 21.372144386646745, 'IoU-conveyer belt, conveyor belt, conveyer, conveyor, transporter': 63.434313496742945, 'IoU-canopy': 21.1667834078681, 'IoU-washer, automatic washer, washing machine': 66.98376085423871, 'IoU-plaything, toy': 24.769825681315982, 'IoU-pool': 45.044378698224854, 'IoU-stool': 45.417044854166384, 'IoU-barrel, cask': 47.538349159970785, 'IoU-basket, handbasket': 36.95776599220318, 'IoU-falls': 62.56769932379305, 'IoU-tent': 78.16506687132407, 'IoU-bag': 17.049298248896594, 'IoU-minibike, motorbike': 32.6223032512914, 'IoU-cradle': 85.72151782221506, 'IoU-oven': 62.75150984134932, 'IoU-ball': 52.48787388843977, 'IoU-food, solid food': 61.832798509435385, 'IoU-step, stair': 5.029105740333863, 'IoU-tank, storage tank': 32.693600731549886, 'IoU-trade name': 23.249353619399603, 'IoU-microwave': 42.648433540442625, 'IoU-pot': 53.43751013453676, 'IoU-animal': 66.19615092340327, 'IoU-bicycle': 44.63725291385421, 'IoU-lake': 66.00005740857684, 'IoU-dishwasher': 64.59116193933585, 'IoU-screen': 58.806757826834314, 'IoU-blanket, cover': 24.274141374363587, 'IoU-sculpture': 53.76111219687406, 'IoU-hood, exhaust hood': 65.78778589717045, 'IoU-sconce': 44.86540921586239, 'IoU-vase': 37.81709243747578, 'IoU-traffic light': 37.510610635348726, 'IoU-tray': 14.460110439858495, 'IoU-trash can': 42.55932493123436, 'IoU-fan': 66.66547404253579, 'IoU-pier': 57.35527105617933, 'IoU-crt screen': 6.424386824699506, 'IoU-plate': 57.01816369640892, 'IoU-monitor': 2.887087650734065, 'IoU-bulletin board': 56.98216554705653, 'IoU-shower': 20.113731260190082, 'IoU-radiator': 55.42794450539531, 'IoU-glass, drinking glass': 20.44185737821399, 'IoU-clock': 30.354754618610453, 'IoU-flag': 33.699893198516584, 'mACC': 62.00142481478683, 'pACC': 83.0321815783375, 'ACC-wall': 87.24724542749534, 'ACC-building': 93.36849920073328, 'ACC-sky': 97.22750596780779, 'ACC-floor': 90.92661186098162, 'ACC-tree': 86.75074128537395, 'ACC-ceiling': 91.1439362096162, 'ACC-road, route': 89.81438913305995, 'ACC-bed': 94.94046423281594, 'ACC-window ': 78.12991200888607, 'ACC-grass': 82.76420213285635, 'ACC-cabinet': 73.79962049865179, 'ACC-sidewalk, pavement': 82.73213512373881, 'ACC-person': 90.96069386984745, 'ACC-earth, ground': 49.070619581369954, 'ACC-door': 60.38055409181581, 'ACC-table': 76.48094253021553, 'ACC-mountain, mount': 76.18160152053251, 'ACC-plant': 66.0217439566623, 'ACC-curtain': 86.80840189634637, 'ACC-chair': 73.66901880568905, 'ACC-car': 92.37955684347223, 'ACC-water': 64.9356882150408, 'ACC-painting, picture': 89.10570294981133, 'ACC-sofa': 84.00534375476755, 'ACC-shelf': 54.990240403518996, 'ACC-house': 64.42211433267958, 'ACC-sea': 83.86391200859089, 'ACC-mirror': 74.55906900985553, 'ACC-rug': 76.99950222555675, 'ACC-field': 58.48064045519696, 'ACC-armchair': 63.53162667417903, 'ACC-seat': 82.71881933537756, 'ACC-fence': 60.61069249380312, 'ACC-desk': 66.49733438210103, 'ACC-rock, stone': 57.096824256640744, 'ACC-wardrobe, closet, press': 74.97298753080817, 'ACC-lamp': 78.27580348090638, 'ACC-tub': 92.04930828443774, 'ACC-rail': 50.79468301285529, 'ACC-cushion': 68.48191483303474, 'ACC-base, pedestal, stand': 49.686890405479446, 'ACC-box': 32.94582346229454, 'ACC-column, pillar': 58.42709004032668, 'ACC-signboard, sign': 53.32658938466025, 'ACC-chest of drawers, chest, bureau, dresser': 60.16007208826027, 'ACC-counter': 38.95662249394166, 'ACC-sand': 46.68336747800058, 'ACC-sink': 82.61910357519415, 'ACC-skyscraper': 29.95917284757547, 'ACC-fireplace': 87.4996361061848, 'ACC-refrigerator, icebox': 87.04628028000417, 'ACC-grandstand, covered stand': 62.23779267125076, 'ACC-path': 39.52911521392274, 'ACC-stairs': 39.758054275942605, 'ACC-runway': 91.72196479412855, 'ACC-case, display case, showcase, vitrine': 58.88341981095104, 'ACC-pool table, billiard table, snooker table': 95.81347628987528, 'ACC-pillow': 70.87513920740568, 'ACC-screen door, screen': 67.40685582866335, 'ACC-stairway, staircase': 44.880283062192966, 'ACC-river': 21.70876516069212, 'ACC-bridge, span': 81.48405509798451, 'ACC-bookcase': 51.75251969965547, 'ACC-blind, screen': 47.24839350967731, 'ACC-coffee table': 82.38977448711003, 'ACC-toilet, can, commode, crapper, pot, potty, stool, throne': 92.00129782640138, 'ACC-flower': 57.33288569538503, 'ACC-book': 73.17920567365715, 'ACC-hill': 13.349104701205558, 'ACC-bench': 55.57413886710503, 'ACC-countertop': 82.79714485872863, 'ACC-stove': 87.92576435807602, 'ACC-palm, palm tree': 76.11835923577885, 'ACC-kitchen island': 83.75178770061974, 'ACC-computer': 78.3004669622566, 'ACC-swivel chair': 71.2104111659858, 'ACC-boat': 52.462139972846835, 'ACC-bar': 57.81870903648656, 'ACC-arcade machine': 20.664023208578165, 'ACC-hovel, hut, hutch, shack, shanty': 46.82467763978846, 'ACC-bus': 94.34274202119494, 'ACC-towel': 85.46200966178363, 'ACC-light': 74.70894320249396, 'ACC-truck': 51.43211967259384, 'ACC-tower': 37.814157512736216, 'ACC-chandelier': 80.7672759544206, 'ACC-awning, sunshade, sunblind': 43.52448086749218, 'ACC-street lamp': 48.99377255029863, 'ACC-booth': 38.08016766357572, 'ACC-tv': 78.66605229812234, 'ACC-plane': 71.89784296217813, 'ACC-dirt track': 7.576136516670194, 'ACC-clothes': 61.22054542249883, 'ACC-pole': 53.72685210746585, 'ACC-land, ground, soil': 7.856780459520185, 'ACC-bannister, banister, balustrade, balusters, handrail': 31.136397040811325, 'ACC-escalator, moving staircase, moving stairway': 69.79006854051481, 'ACC-ottoman, pouf, pouffe, puff, hassock': 56.89334292963439, 'ACC-bottle': 34.019404895469556, 'ACC-buffet, counter, sideboard': 49.222278355043194, 'ACC-poster, posting, placard, notice, bill, card': 29.41777201076509, 'ACC-stage': 12.955244954452283, 'ACC-van': 65.89086341867969, 'ACC-ship': 6.762777176852353, 'ACC-fountain': 21.970013547935473, 'ACC-conveyer belt, conveyor belt, conveyer, conveyor, transporter': 86.57113965446761, 'ACC-canopy': 32.40944260131173, 'ACC-washer, automatic washer, washing machine': 72.03337637404645, 'ACC-plaything, toy': 40.70037172578739, 'ACC-pool': 60.50473760932945, 'ACC-stool': 65.00465350758134, 'ACC-barrel, cask': 74.04710433496416, 'ACC-basket, handbasket': 55.392086476615454, 'ACC-falls': 93.17795399510068, 'ACC-tent': 98.05889922155197, 'ACC-bag': 24.07313908637786, 'ACC-minibike, motorbike': 38.23550361348083, 'ACC-cradle': 95.5973680698837, 'ACC-oven': 75.93529901799914, 'ACC-ball': 62.2477350079095, 'ACC-food, solid food': 74.78419587167429, 'ACC-step, stair': 6.045667922781212, 'ACC-tank, storage tank': 33.722174830719865, 'ACC-trade name': 30.745606851206215, 'ACC-microwave': 44.8307705057449, 'ACC-pot': 64.83214488928706, 'ACC-animal': 69.82424723276584, 'ACC-bicycle': 80.6085970878019, 'ACC-lake': 73.01343850423605, 'ACC-dishwasher': 79.27881696945424, 'ACC-screen': 90.35662353848893, 'ACC-blanket, cover': 29.972353623550823, 'ACC-sculpture': 83.31832544737144, 'ACC-hood, exhaust hood': 69.87700411416678, 'ACC-sconce': 65.03993551696342, 'ACC-vase': 57.69082103635661, 'ACC-traffic light': 63.51121892055791, 'ACC-tray': 21.77902543260569, 'ACC-trash can': 60.42183759693771, 'ACC-fan': 79.16879112341273, 'ACC-pier': 81.10571504111991, 'ACC-crt screen': 19.045501577718678, 'ACC-plate': 74.33346424052014, 'ACC-monitor': 3.931015771324546, 'ACC-bulletin board': 70.12902864049543, 'ACC-shower': 24.491574665891925, 'ACC-radiator': 61.9895938494991, 'ACC-glass, drinking glass': 23.086555292478494, 'ACC-clock': 38.0931158733169, 'ACC-flag': 37.568730218560596})])
[09/21 19:55:14] d2.engine.defaults INFO: Evaluation results for ade20k_sem_seg_val in csv format:
[09/21 19:55:14] d2.evaluation.testing INFO: copypaste: Task: sem_seg
[09/21 19:55:14] d2.evaluation.testing INFO: copypaste: mIoU,fwIoU,mACC,pACC
[09/21 19:55:14] d2.evaluation.testing INFO: copypaste: 48.7102,72.6258,62.0014,83.0322