[09/25 14:47:02] d2.data.datasets.coco INFO: Loaded 2000 images with semantic segmentation from datasets/ADEChallengeData2016/images/validation
[09/25 14:47:02] d2.data.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(512, 512), max_size=2048, sample_style='choice')]
[09/25 14:47:02] d2.data.common INFO: Serializing 2000 elements to byte tensors and concatenating them all ...
[09/25 14:47:02] d2.data.common INFO: Serialized dataset takes 0.39 MiB
[09/25 14:47:02] d2.data.datasets.coco INFO: Loaded 2000 images with semantic segmentation from datasets/ADEChallengeData2016/images/validation
[09/25 14:47:02] d2.evaluation.evaluator INFO: Start inference on 1000 batches
[09/25 14:47:07] d2.evaluation.evaluator INFO: Inference done 11/1000. Dataloading: 0.0008 s/iter. Inference: 0.0474 s/iter. Eval: 0.0070 s/iter. Total: 0.0552 s/iter. ETA=0:00:54
[09/25 14:47:12] d2.evaluation.evaluator INFO: Inference done 102/1000. Dataloading: 0.0011 s/iter. Inference: 0.0471 s/iter. Eval: 0.0072 s/iter. Total: 0.0554 s/iter. ETA=0:00:49
[09/25 14:47:17] d2.evaluation.evaluator INFO: Inference done 184/1000. Dataloading: 0.0012 s/iter. Inference: 0.0483 s/iter. Eval: 0.0085 s/iter. Total: 0.0581 s/iter. ETA=0:00:47
[09/25 14:47:22] d2.evaluation.evaluator INFO: Inference done 278/1000. Dataloading: 0.0012 s/iter. Inference: 0.0475 s/iter. Eval: 0.0077 s/iter. Total: 0.0565 s/iter. ETA=0:00:40
[09/25 14:47:27] d2.evaluation.evaluator INFO: Inference done 362/1000. Dataloading: 0.0012 s/iter. Inference: 0.0482 s/iter. Eval: 0.0079 s/iter. Total: 0.0573 s/iter. ETA=0:00:36
[09/25 14:47:32] d2.evaluation.evaluator INFO: Inference done 451/1000. Dataloading: 0.0012 s/iter. Inference: 0.0481 s/iter. Eval: 0.0078 s/iter. Total: 0.0572 s/iter. ETA=0:00:31
[09/25 14:47:37] d2.evaluation.evaluator INFO: Inference done 529/1000. Dataloading: 0.0013 s/iter. Inference: 0.0486 s/iter. Eval: 0.0084 s/iter. Total: 0.0583 s/iter. ETA=0:00:27
[09/25 14:47:42] d2.evaluation.evaluator INFO: Inference done 597/1000. Dataloading: 0.0013 s/iter. Inference: 0.0500 s/iter. Eval: 0.0088 s/iter. Total: 0.0601 s/iter. ETA=0:00:24
[09/25 14:47:47] d2.evaluation.evaluator INFO: Inference done 660/1000. Dataloading: 0.0013 s/iter. Inference: 0.0520 s/iter. Eval: 0.0087 s/iter. Total: 0.0621 s/iter. ETA=0:00:21
[09/25 14:47:52] d2.evaluation.evaluator INFO: Inference done 721/1000. Dataloading: 0.0013 s/iter. Inference: 0.0537 s/iter. Eval: 0.0088 s/iter. Total: 0.0639 s/iter. ETA=0:00:17
[09/25 14:47:57] d2.evaluation.evaluator INFO: Inference done 784/1000. Dataloading: 0.0013 s/iter. Inference: 0.0550 s/iter. Eval: 0.0088 s/iter. Total: 0.0652 s/iter. ETA=0:00:14
[09/25 14:48:02] d2.evaluation.evaluator INFO: Inference done 839/1000. Dataloading: 0.0014 s/iter. Inference: 0.0562 s/iter. Eval: 0.0093 s/iter. Total: 0.0670 s/iter. ETA=0:00:10
[09/25 14:48:07] d2.evaluation.evaluator INFO: Inference done 898/1000. Dataloading: 0.0014 s/iter. Inference: 0.0573 s/iter. Eval: 0.0094 s/iter. Total: 0.0681 s/iter. ETA=0:00:06
[09/25 14:48:12] d2.evaluation.evaluator INFO: Inference done 959/1000. Dataloading: 0.0014 s/iter. Inference: 0.0583 s/iter. Eval: 0.0094 s/iter. Total: 0.0691 s/iter. ETA=0:00:02
[09/25 14:48:16] d2.evaluation.evaluator INFO: Total inference time: 0:01:09.684660 (0.070035 s / iter per device, on 2 devices)
[09/25 14:48:16] d2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:58 (0.058818 s / iter per device, on 2 devices)
[09/25 14:48:16] d2.evaluation.sem_seg_evaluation INFO: OrderedDict([('sem_seg', {'mIoU': 51.671363488207454, 'fwIoU': 73.7413521155563, 'IoU-wall': 77.93958859029493, 'IoU-building': 83.29218363849465, 'IoU-sky': 94.6486043216629, 'IoU-floor': 82.75701291700922, 'IoU-tree': 76.0830900238754, 'IoU-ceiling': 85.25801827165125, 'IoU-road, route': 84.49270000295486, 'IoU-bed': 91.02523065115811, 'IoU-window ': 62.82433992065092, 'IoU-grass': 70.6735793300733, 'IoU-cabinet': 60.35897964265169, 'IoU-sidewalk, pavement': 66.46210362416085, 'IoU-person': 83.89994545416657, 'IoU-earth, ground': 37.992249124255885, 'IoU-door': 47.11762498772492, 'IoU-table': 62.487500453471924, 'IoU-mountain, mount': 66.30150807716386, 'IoU-plant': 51.58245883384439, 'IoU-curtain': 75.40395026798575, 'IoU-chair': 58.95934789116469, 'IoU-car': 83.72431148257607, 'IoU-water': 62.56819112060475, 'IoU-painting, picture': 73.54183027214945, 'IoU-sofa': 65.20435748724682, 'IoU-shelf': 44.09663340737675, 'IoU-house': 51.530341485113254, 'IoU-sea': 71.21928119938734, 'IoU-mirror': 65.9986601469289, 'IoU-rug': 64.818906033242, 'IoU-field': 37.1539169448516, 'IoU-armchair': 42.81704564385835, 'IoU-seat': 61.25481080356984, 'IoU-fence': 46.0572632068469, 'IoU-desk': 52.63752404266479, 'IoU-rock, stone': 47.97305630662682, 'IoU-wardrobe, closet, press': 51.97187446883055, 'IoU-lamp': 68.67877438416413, 'IoU-tub': 77.43938214552026, 'IoU-rail': 37.32024651905957, 'IoU-cushion': 58.452692686619464, 'IoU-base, pedestal, stand': 26.11723321998135, 'IoU-box': 29.907553820926395, 'IoU-column, pillar': 46.14557377219207, 'IoU-signboard, sign': 38.307646577799545, 'IoU-chest of drawers, chest, bureau, dresser': 38.92024651252506, 'IoU-counter': 28.180086680245747, 'IoU-sand': 32.30382617489772, 'IoU-sink': 69.97563400702371, 'IoU-skyscraper': 40.624433442298766, 'IoU-fireplace': 63.62274203724908, 'IoU-refrigerator, icebox': 74.91356472976892, 'IoU-grandstand, covered stand': 42.99191510228716, 'IoU-path': 24.383302640314454, 'IoU-stairs': 31.668803537058558, 'IoU-runway': 70.58360325040456, 'IoU-case, display case, showcase, vitrine': 41.94979586134095, 'IoU-pool table, billiard table, snooker table': 92.33291778073038, 'IoU-pillow': 62.49738835490399, 'IoU-screen door, screen': 75.6017702725288, 'IoU-stairway, staircase': 41.61671001480676, 'IoU-river': 18.954282735193235, 'IoU-bridge, span': 61.57575267076724, 'IoU-bookcase': 33.73562457550048, 'IoU-blind, screen': 44.19672544009327, 'IoU-coffee table': 65.55990357027656, 'IoU-toilet, can, commode, crapper, pot, potty, stool, throne': 89.70572947652536, 'IoU-flower': 39.19565538279866, 'IoU-book': 52.51145550234042, 'IoU-hill': 4.816627127950517, 'IoU-bench': 37.921501958755265, 'IoU-countertop': 65.8729025105257, 'IoU-stove': 79.31639430159414, 'IoU-palm, palm tree': 55.444200757094684, 'IoU-kitchen island': 39.27828697003805, 'IoU-computer': 71.62780064014632, 'IoU-swivel chair': 42.36946362905692, 'IoU-boat': 75.21644415715296, 'IoU-bar': 53.26128791576449, 'IoU-arcade machine': 51.981395416812816, 'IoU-hovel, hut, hutch, shack, shanty': 30.833425695093798, 'IoU-bus': 93.24576478122452, 'IoU-towel': 72.11401880968707, 'IoU-light': 62.96869106712685, 'IoU-truck': 39.62077407928322, 'IoU-tower': 44.13388991595647, 'IoU-chandelier': 70.33490267975543, 'IoU-awning, sunshade, sunblind': 29.940587573594357, 'IoU-street lamp': 36.91658140031708, 'IoU-booth': 57.69243686702919, 'IoU-tv': 70.09294761741253, 'IoU-plane': 61.05765289591718, 'IoU-dirt track': 1.7387494523377356, 'IoU-clothes': 42.39093651673663, 'IoU-pole': 27.533394669304574, 'IoU-land, ground, soil': 7.98425330772665, 'IoU-bannister, banister, balustrade, balusters, handrail': 16.48392818187854, 'IoU-escalator, moving staircase, moving stairway': 50.59224791664225, 'IoU-ottoman, pouf, pouffe, puff, hassock': 45.61118975072575, 'IoU-bottle': 22.952121591923135, 'IoU-buffet, counter, sideboard': 41.71951396621, 'IoU-poster, posting, placard, notice, bill, card': 24.821590553330175, 'IoU-stage': 20.634633766275492, 'IoU-van': 49.435867586244235, 'IoU-ship': 87.38116707458457, 'IoU-fountain': 19.281231904867266, 'IoU-conveyer belt, conveyor belt, conveyer, conveyor, transporter': 47.363152071959405, 'IoU-canopy': 25.77052764998137, 'IoU-washer, automatic washer, washing machine': 71.04348248267478, 'IoU-plaything, toy': 22.43837746812134, 'IoU-pool': 50.613051203478555, 'IoU-stool': 48.2776871317035, 'IoU-barrel, cask': 63.596661490683225, 'IoU-basket, handbasket': 35.56001503751436, 'IoU-falls': 48.37931995540691, 'IoU-tent': 92.92253749756509, 'IoU-bag': 23.7326960140463, 'IoU-minibike, motorbike': 56.49243453324277, 'IoU-cradle': 78.17721308752698, 'IoU-oven': 56.95422254786404, 'IoU-ball': 45.22020675608162, 'IoU-food, solid food': 68.23399448620025, 'IoU-step, stair': 14.432476149697901, 'IoU-tank, storage tank': 44.50314566865624, 'IoU-trade name': 26.49773571223758, 'IoU-microwave': 85.32412222057148, 'IoU-pot': 54.31227646025199, 'IoU-animal': 67.59022009111277, 'IoU-bicycle': 60.456510348441185, 'IoU-lake': 43.00113495688665, 'IoU-dishwasher': 62.552882393079614, 'IoU-screen': 69.79533579286513, 'IoU-blanket, cover': 17.986714358712312, 'IoU-sculpture': 46.46541496193278, 'IoU-hood, exhaust hood': 57.787931615042645, 'IoU-sconce': 53.633050021133336, 'IoU-vase': 44.44640028164056, 'IoU-traffic light': 37.6048166392994, 'IoU-tray': 16.22889517391324, 'IoU-trash can': 43.93677242554817, 'IoU-fan': 67.03674769387939, 'IoU-pier': 30.809304945137832, 'IoU-crt screen': 7.647622586891465, 'IoU-plate': 59.54452559132029, 'IoU-monitor': 4.050668278268581, 'IoU-bulletin board': 57.51502712926987, 'IoU-shower': 9.181329423264907, 'IoU-radiator': 69.67388549381846, 'IoU-glass, drinking glass': 20.269735269511173, 'IoU-clock': 31.699860111622275, 'IoU-flag': 45.22660406255038, 'mACC': 65.079180373584, 'pACC': 83.79257177365737, 'ACC-wall': 86.6964753583853, 'ACC-building': 92.54964875775264, 'ACC-sky': 97.11483781823512, 'ACC-floor': 90.54874654196323, 'ACC-tree': 87.4610698064026, 'ACC-ceiling': 91.95750873002515, 'ACC-road, route': 90.26853707824303, 'ACC-bed': 95.8894476251136, 'ACC-window ': 79.5411040100896, 'ACC-grass': 82.80428400007014, 'ACC-cabinet': 73.53739757615143, 'ACC-sidewalk, pavement': 81.15136900741275, 'ACC-person': 91.62110001141342, 'ACC-earth, ground': 53.15616964819589, 'ACC-door': 65.95306806934174, 'ACC-table': 77.4537771444878, 'ACC-mountain, mount': 80.00079382333281, 'ACC-plant': 65.31493621790672, 'ACC-curtain': 87.70675636355743, 'ACC-chair': 73.96110895758865, 'ACC-car': 91.36313471689256, 'ACC-water': 78.58158898038656, 'ACC-painting, picture': 89.01044338772401, 'ACC-sofa': 82.21086785955582, 'ACC-shelf': 63.82448110535093, 'ACC-house': 67.4899604835192, 'ACC-sea': 89.15373427359889, 'ACC-mirror': 79.10579881198846, 'ACC-rug': 76.39867404430915, 'ACC-field': 57.29016543584184, 'ACC-armchair': 60.042268529413626, 'ACC-seat': 83.39644451792108, 'ACC-fence': 63.63678488726989, 'ACC-desk': 70.47203910405274, 'ACC-rock, stone': 80.64747843977523, 'ACC-wardrobe, closet, press': 72.34169941962088, 'ACC-lamp': 80.60262962463676, 'ACC-tub': 87.70443268028419, 'ACC-rail': 50.80053803775476, 'ACC-cushion': 72.92783893534722, 'ACC-base, pedestal, stand': 42.49326890002118, 'ACC-box': 43.091403146207455, 'ACC-column, pillar': 60.30982073265784, 'ACC-signboard, sign': 54.73188247302421, 'ACC-chest of drawers, chest, bureau, dresser': 59.26627866950377, 'ACC-counter': 40.157458062601705, 'ACC-sand': 49.72926050552979, 'ACC-sink': 83.24157442616972, 'ACC-skyscraper': 48.18267072096394, 'ACC-fireplace': 79.2592169936665, 'ACC-refrigerator, icebox': 81.5746391772114, 'ACC-grandstand, covered stand': 70.85846088805441, 'ACC-path': 33.261905893738884, 'ACC-stairs': 42.88130442113502, 'ACC-runway': 91.60256425718796, 'ACC-case, display case, showcase, vitrine': 52.95016694621667, 'ACC-pool table, billiard table, snooker table': 95.72008973045436, 'ACC-pillow': 74.89877015560847, 'ACC-screen door, screen': 78.92610976854606, 'ACC-stairway, staircase': 52.217946755361346, 'ACC-river': 26.95286378717668, 'ACC-bridge, span': 79.10466641597974, 'ACC-bookcase': 47.82197182179232, 'ACC-blind, screen': 48.91693542640994, 'ACC-coffee table': 84.52875412473529, 'ACC-toilet, can, commode, crapper, pot, potty, stool, throne': 93.32674864516565, 'ACC-flower': 63.300707413639316, 'ACC-book': 76.34356747686472, 'ACC-hill': 9.264766399283193, 'ACC-bench': 50.29197080291971, 'ACC-countertop': 84.02062191067165, 'ACC-stove': 87.89308486787606, 'ACC-palm, palm tree': 78.97419835621172, 'ACC-kitchen island': 86.25868837214777, 'ACC-computer': 79.61306970377696, 'ACC-swivel chair': 61.2581530052678, 'ACC-boat': 86.10847283808903, 'ACC-bar': 79.89691386695567, 'ACC-arcade machine': 55.252804952406095, 'ACC-hovel, hut, hutch, shack, shanty': 48.903182997603345, 'ACC-bus': 95.60111761135373, 'ACC-towel': 83.12235831676732, 'ACC-light': 77.00425314930061, 'ACC-truck': 55.81597516229184, 'ACC-tower': 74.16113749444251, 'ACC-chandelier': 83.24691296252892, 'ACC-awning, sunshade, sunblind': 40.9660107334526, 'ACC-street lamp': 50.195435921479095, 'ACC-booth': 66.44513132122977, 'ACC-tv': 80.62298067481802, 'ACC-plane': 66.82245985192527, 'ACC-dirt track': 10.68893206872006, 'ACC-clothes': 71.56679814991521, 'ACC-pole': 43.951457061142456, 'ACC-land, ground, soil': 11.665579473798651, 'ACC-bannister, banister, balustrade, balusters, handrail': 28.38257148922966, 'ACC-escalator, moving staircase, moving stairway': 69.41664978080544, 'ACC-ottoman, pouf, pouffe, puff, hassock': 69.10499952745486, 'ACC-bottle': 31.397452712418815, 'ACC-buffet, counter, sideboard': 48.13217333025308, 'ACC-poster, posting, placard, notice, bill, card': 37.15037485582468, 'ACC-stage': 31.817759584837656, 'ACC-van': 70.029386244553, 'ACC-ship': 91.71714440237967, 'ACC-fountain': 21.80286023800715, 'ACC-conveyer belt, conveyor belt, conveyer, conveyor, transporter': 67.79190602207449, 'ACC-canopy': 31.39087443060949, 'ACC-washer, automatic washer, washing machine': 71.47483817258194, 'ACC-plaything, toy': 33.884678558049735, 'ACC-pool': 59.69084062196307, 'ACC-stool': 69.41918408500408, 'ACC-barrel, cask': 74.55910797587893, 'ACC-basket, handbasket': 49.452341768190536, 'ACC-falls': 65.04386437407202, 'ACC-tent': 97.95166868959727, 'ACC-bag': 30.869238491660454, 'ACC-minibike, motorbike': 65.62508561127822, 'ACC-cradle': 96.6351533068498, 'ACC-oven': 67.69936636962613, 'ACC-ball': 56.40549350462586, 'ACC-food, solid food': 82.34213601037023, 'ACC-step, stair': 19.571099498692654, 'ACC-tank, storage tank': 45.918898112893494, 'ACC-trade name': 32.704974612162765, 'ACC-microwave': 95.1911712184563, 'ACC-pot': 65.9522887132117, 'ACC-animal': 70.26561776577583, 'ACC-bicycle': 80.48216932600924, 'ACC-lake': 63.64459093853599, 'ACC-dishwasher': 88.92254354070579, 'ACC-screen': 93.05337111994777, 'ACC-blanket, cover': 20.416640617945138, 'ACC-sculpture': 71.49347566266638, 'ACC-hood, exhaust hood': 72.7236642367872, 'ACC-sconce': 72.23960182852247, 'ACC-vase': 65.06597545909976, 'ACC-traffic light': 62.49605821710127, 'ACC-tray': 25.123950782810294, 'ACC-trash can': 65.9705905064478, 'ACC-fan': 81.25318668511909, 'ACC-pier': 42.628334469754954, 'ACC-crt screen': 20.0613984829957, 'ACC-plate': 76.846397385735, 'ACC-monitor': 5.836790421677257, 'ACC-bulletin board': 73.50458235466365, 'ACC-shower': 18.191942668990897, 'ACC-radiator': 76.85175118428205, 'ACC-glass, drinking glass': 23.928695828538423, 'ACC-clock': 41.68594727858903, 'ACC-flag': 53.71158137837369})])
[09/25 14:48:16] d2.engine.defaults INFO: Evaluation results for ade20k_sem_seg_val in csv format:
[09/25 14:48:16] d2.evaluation.testing INFO: copypaste: Task: sem_seg
[09/25 14:48:16] d2.evaluation.testing INFO: copypaste: mIoU,fwIoU,mACC,pACC
[09/25 14:48:16] d2.evaluation.testing INFO: copypaste: 51.6714,73.7414,65.0792,83.7926