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[02/29 16:19:33] d2.data.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[02/29 16:19:33] d2.data.common INFO: Serializing the dataset using: <class 'detectron2.data.common._TorchSerializedList'>
[02/29 16:19:33] d2.data.common INFO: Serializing 2000 elements to byte tensors and concatenating them all ...
[02/29 16:19:33] d2.data.common INFO: Serialized dataset takes 2.20 MiB
[02/29 16:19:33] d2.evaluation.evaluator INFO: Start inference on 500 batches
[02/29 16:19:49] d2.evaluation.evaluator INFO: Inference done 1/500. Dataloading: 5.7271 s/iter. Inference: 9.8017 s/iter. Eval: 0.3796 s/iter. Total: 15.9124 s/iter. ETA=2:12:20
[02/29 16:19:54] d2.evaluation.evaluator INFO: Inference done 12/500. Dataloading: 0.0024 s/iter. Inference: 0.4269 s/iter. Eval: 0.0461 s/iter. Total: 0.4754 s/iter. ETA=0:03:52
[02/29 16:19:59] d2.evaluation.evaluator INFO: Inference done 23/500. Dataloading: 0.0026 s/iter. Inference: 0.4231 s/iter. Eval: 0.0433 s/iter. Total: 0.4691 s/iter. ETA=0:03:43
[02/29 16:20:04] d2.evaluation.evaluator INFO: Inference done 34/500. Dataloading: 0.0026 s/iter. Inference: 0.4155 s/iter. Eval: 0.0470 s/iter. Total: 0.4651 s/iter. ETA=0:03:36
[02/29 16:20:10] d2.evaluation.evaluator INFO: Inference done 46/500. Dataloading: 0.0026 s/iter. Inference: 0.4089 s/iter. Eval: 0.0492 s/iter. Total: 0.4608 s/iter. ETA=0:03:29
[02/29 16:20:15] d2.evaluation.evaluator INFO: Inference done 57/500. Dataloading: 0.0026 s/iter. Inference: 0.4080 s/iter. Eval: 0.0545 s/iter. Total: 0.4652 s/iter. ETA=0:03:26
[02/29 16:20:21] d2.evaluation.evaluator INFO: Inference done 69/500. Dataloading: 0.0026 s/iter. Inference: 0.4067 s/iter. Eval: 0.0518 s/iter. Total: 0.4613 s/iter. ETA=0:03:18
[02/29 16:20:26] d2.evaluation.evaluator INFO: Inference done 80/500. Dataloading: 0.0026 s/iter. Inference: 0.4080 s/iter. Eval: 0.0522 s/iter. Total: 0.4629 s/iter. ETA=0:03:14
[02/29 16:20:31] d2.evaluation.evaluator INFO: Inference done 92/500. Dataloading: 0.0026 s/iter. Inference: 0.4047 s/iter. Eval: 0.0529 s/iter. Total: 0.4603 s/iter. ETA=0:03:07
[02/29 16:20:36] d2.evaluation.evaluator INFO: Inference done 103/500. Dataloading: 0.0026 s/iter. Inference: 0.4040 s/iter. Eval: 0.0571 s/iter. Total: 0.4638 s/iter. ETA=0:03:04
[02/29 16:20:42] d2.evaluation.evaluator INFO: Inference done 114/500. Dataloading: 0.0026 s/iter. Inference: 0.4052 s/iter. Eval: 0.0562 s/iter. Total: 0.4641 s/iter. ETA=0:02:59
[02/29 16:20:47] d2.evaluation.evaluator INFO: Inference done 126/500. Dataloading: 0.0026 s/iter. Inference: 0.4023 s/iter. Eval: 0.0581 s/iter. Total: 0.4631 s/iter. ETA=0:02:53
[02/29 16:20:52] d2.evaluation.evaluator INFO: Inference done 137/500. Dataloading: 0.0026 s/iter. Inference: 0.4007 s/iter. Eval: 0.0595 s/iter. Total: 0.4629 s/iter. ETA=0:02:48
[02/29 16:20:57] d2.evaluation.evaluator INFO: Inference done 148/500. Dataloading: 0.0026 s/iter. Inference: 0.3999 s/iter. Eval: 0.0606 s/iter. Total: 0.4632 s/iter. ETA=0:02:43
[02/29 16:21:03] d2.evaluation.evaluator INFO: Inference done 160/500. Dataloading: 0.0026 s/iter. Inference: 0.3975 s/iter. Eval: 0.0617 s/iter. Total: 0.4619 s/iter. ETA=0:02:37
[02/29 16:21:08] d2.evaluation.evaluator INFO: Inference done 171/500. Dataloading: 0.0026 s/iter. Inference: 0.3967 s/iter. Eval: 0.0623 s/iter. Total: 0.4617 s/iter. ETA=0:02:31
[02/29 16:21:13] d2.evaluation.evaluator INFO: Inference done 182/500. Dataloading: 0.0026 s/iter. Inference: 0.3956 s/iter. Eval: 0.0636 s/iter. Total: 0.4619 s/iter. ETA=0:02:26
[02/29 16:21:18] d2.evaluation.evaluator INFO: Inference done 194/500. Dataloading: 0.0026 s/iter. Inference: 0.3962 s/iter. Eval: 0.0621 s/iter. Total: 0.4611 s/iter. ETA=0:02:21
[02/29 16:21:23] d2.evaluation.evaluator INFO: Inference done 206/500. Dataloading: 0.0026 s/iter. Inference: 0.3969 s/iter. Eval: 0.0606 s/iter. Total: 0.4602 s/iter. ETA=0:02:15
[02/29 16:21:29] d2.evaluation.evaluator INFO: Inference done 218/500. Dataloading: 0.0026 s/iter. Inference: 0.3967 s/iter. Eval: 0.0589 s/iter. Total: 0.4583 s/iter. ETA=0:02:09
[02/29 16:21:34] d2.evaluation.evaluator INFO: Inference done 229/500. Dataloading: 0.0026 s/iter. Inference: 0.3976 s/iter. Eval: 0.0586 s/iter. Total: 0.4589 s/iter. ETA=0:02:04
[02/29 16:21:39] d2.evaluation.evaluator INFO: Inference done 240/500. Dataloading: 0.0026 s/iter. Inference: 0.3994 s/iter. Eval: 0.0581 s/iter. Total: 0.4602 s/iter. ETA=0:01:59
[02/29 16:21:44] d2.evaluation.evaluator INFO: Inference done 252/500. Dataloading: 0.0026 s/iter. Inference: 0.3986 s/iter. Eval: 0.0580 s/iter. Total: 0.4592 s/iter. ETA=0:01:53
[02/29 16:21:49] d2.evaluation.evaluator INFO: Inference done 263/500. Dataloading: 0.0026 s/iter. Inference: 0.3984 s/iter. Eval: 0.0581 s/iter. Total: 0.4593 s/iter. ETA=0:01:48
[02/29 16:21:55] d2.evaluation.evaluator INFO: Inference done 275/500. Dataloading: 0.0026 s/iter. Inference: 0.3973 s/iter. Eval: 0.0588 s/iter. Total: 0.4588 s/iter. ETA=0:01:43
[02/29 16:22:00] d2.evaluation.evaluator INFO: Inference done 286/500. Dataloading: 0.0026 s/iter. Inference: 0.3978 s/iter. Eval: 0.0589 s/iter. Total: 0.4594 s/iter. ETA=0:01:38
[02/29 16:22:06] d2.evaluation.evaluator INFO: Inference done 297/500. Dataloading: 0.0026 s/iter. Inference: 0.3992 s/iter. Eval: 0.0590 s/iter. Total: 0.4609 s/iter. ETA=0:01:33
[02/29 16:22:11] d2.evaluation.evaluator INFO: Inference done 308/500. Dataloading: 0.0026 s/iter. Inference: 0.3991 s/iter. Eval: 0.0594 s/iter. Total: 0.4612 s/iter. ETA=0:01:28
[02/29 16:22:16] d2.evaluation.evaluator INFO: Inference done 319/500. Dataloading: 0.0026 s/iter. Inference: 0.3986 s/iter. Eval: 0.0607 s/iter. Total: 0.4619 s/iter. ETA=0:01:23
[02/29 16:22:21] d2.evaluation.evaluator INFO: Inference done 330/500. Dataloading: 0.0026 s/iter. Inference: 0.3986 s/iter. Eval: 0.0608 s/iter. Total: 0.4620 s/iter. ETA=0:01:18
[02/29 16:22:26] d2.evaluation.evaluator INFO: Inference done 341/500. Dataloading: 0.0026 s/iter. Inference: 0.3996 s/iter. Eval: 0.0603 s/iter. Total: 0.4626 s/iter. ETA=0:01:13
[02/29 16:22:32] d2.evaluation.evaluator INFO: Inference done 352/500. Dataloading: 0.0026 s/iter. Inference: 0.4006 s/iter. Eval: 0.0595 s/iter. Total: 0.4628 s/iter. ETA=0:01:08
[02/29 16:22:37] d2.evaluation.evaluator INFO: Inference done 363/500. Dataloading: 0.0026 s/iter. Inference: 0.4016 s/iter. Eval: 0.0592 s/iter. Total: 0.4634 s/iter. ETA=0:01:03
[02/29 16:22:42] d2.evaluation.evaluator INFO: Inference done 374/500. Dataloading: 0.0025 s/iter. Inference: 0.4024 s/iter. Eval: 0.0587 s/iter. Total: 0.4637 s/iter. ETA=0:00:58
[02/29 16:22:47] d2.evaluation.evaluator INFO: Inference done 385/500. Dataloading: 0.0025 s/iter. Inference: 0.4028 s/iter. Eval: 0.0588 s/iter. Total: 0.4643 s/iter. ETA=0:00:53
[02/29 16:22:53] d2.evaluation.evaluator INFO: Inference done 396/500. Dataloading: 0.0025 s/iter. Inference: 0.4041 s/iter. Eval: 0.0582 s/iter. Total: 0.4650 s/iter. ETA=0:00:48
[02/29 16:22:58] d2.evaluation.evaluator INFO: Inference done 408/500. Dataloading: 0.0025 s/iter. Inference: 0.4045 s/iter. Eval: 0.0574 s/iter. Total: 0.4645 s/iter. ETA=0:00:42
[02/29 16:23:03] d2.evaluation.evaluator INFO: Inference done 420/500. Dataloading: 0.0025 s/iter. Inference: 0.4047 s/iter. Eval: 0.0564 s/iter. Total: 0.4637 s/iter. ETA=0:00:37
[02/29 16:23:09] d2.evaluation.evaluator INFO: Inference done 431/500. Dataloading: 0.0025 s/iter. Inference: 0.4045 s/iter. Eval: 0.0567 s/iter. Total: 0.4639 s/iter. ETA=0:00:32
[02/29 16:23:14] d2.evaluation.evaluator INFO: Inference done 442/500. Dataloading: 0.0025 s/iter. Inference: 0.4051 s/iter. Eval: 0.0567 s/iter. Total: 0.4644 s/iter. ETA=0:00:26
[02/29 16:23:19] d2.evaluation.evaluator INFO: Inference done 453/500. Dataloading: 0.0025 s/iter. Inference: 0.4055 s/iter. Eval: 0.0561 s/iter. Total: 0.4642 s/iter. ETA=0:00:21
[02/29 16:23:24] d2.evaluation.evaluator INFO: Inference done 464/500. Dataloading: 0.0025 s/iter. Inference: 0.4057 s/iter. Eval: 0.0563 s/iter. Total: 0.4647 s/iter. ETA=0:00:16
[02/29 16:23:29] d2.evaluation.evaluator INFO: Inference done 474/500. Dataloading: 0.0025 s/iter. Inference: 0.4058 s/iter. Eval: 0.0572 s/iter. Total: 0.4656 s/iter. ETA=0:00:12
[02/29 16:23:34] d2.evaluation.evaluator INFO: Inference done 485/500. Dataloading: 0.0025 s/iter. Inference: 0.4055 s/iter. Eval: 0.0574 s/iter. Total: 0.4655 s/iter. ETA=0:00:06
[02/29 16:23:40] d2.evaluation.evaluator INFO: Inference done 497/500. Dataloading: 0.0025 s/iter. Inference: 0.4053 s/iter. Eval: 0.0571 s/iter. Total: 0.4650 s/iter. ETA=0:00:01
[02/29 16:23:45] d2.evaluation.evaluator INFO: Total inference time: 0:03:53.608986 (0.471937 s / iter per device, on 4 devices)
[02/29 16:23:45] d2.evaluation.evaluator INFO: Total inference pure compute time: 0:03:20 (0.405327 s / iter per device, on 4 devices)
[02/29 16:23:46] d2.evaluation.sem_seg_evaluation INFO: OrderedDict([('sem_seg', {'mIoU': 33.8280829797218, 'S_mIoU': 49.271973340899365, 'U_mIoU': 22.334955269078016, 'fwIoU': 59.85753293665699, 'IoU-wall,walls,brick wall,stone wall,interior wall': 64.75633220359313, 'BoundaryIoU-wall,walls,brick wall,stone wall,interior wall': 73.36746936860547, 'min(IoU, B-Iou)-wall,walls,brick wall,stone wall,interior wall': 64.75633220359313, 'IoU-building,buildings,edifice,edifices': 68.48330382029663, 'BoundaryIoU-building,buildings,edifice,edifices': 9.244059555354573, 'min(IoU, B-Iou)-building,buildings,edifice,edifices': 9.244059555354573, 'IoU-sky,clouds': 89.09666120794745, 'BoundaryIoU-sky,clouds': 0.0, 'min(IoU, B-Iou)-sky,clouds': 0.0, 'IoU-floor,flooring': 50.30474603266121, 'BoundaryIoU-floor,flooring': 0.0, 'min(IoU, B-Iou)-floor,flooring': 0.0, 'IoU-tree,trees': 68.35467635306458, 'BoundaryIoU-tree,trees': 0.0, 'min(IoU, B-Iou)-tree,trees': 0.0, 'IoU-ceiling': 76.85770293918449, 'BoundaryIoU-ceiling': 0.0, 'min(IoU, B-Iou)-ceiling': 0.0, 'IoU-road,route,street,roads,streets,routes': 74.29218631046649, 'BoundaryIoU-road,route,street,roads,streets,routes': 0.0, 'min(IoU, B-Iou)-road,route,street,roads,streets,routes': 0.0, 'IoU-bed,beds': 82.39309137085236, 'BoundaryIoU-bed,beds': 0.0, 'min(IoU, B-Iou)-bed,beds': 0.0, 'IoU-windowpane,window,windows': 50.35845524939306, 'BoundaryIoU-windowpane,window,windows': 0.0, 'min(IoU, B-Iou)-windowpane,window,windows': 0.0, 'IoU-grass,grass field': 67.35980933007947, 'BoundaryIoU-grass,grass field': 0.0, 'min(IoU, B-Iou)-grass,grass field': 0.0, 'IoU-cabinet,cabinets,wall mounted cabine': 58.42252484127993, 'BoundaryIoU-cabinet,cabinets,wall mounted cabine': 0.0, 'min(IoU, B-Iou)-cabinet,cabinets,wall mounted cabine': 0.0, 'IoU-sidewalk,pavement': 45.10354618268606, 'BoundaryIoU-sidewalk,pavement': 0.0, 'min(IoU, B-Iou)-sidewalk,pavement': 0.0, 'IoU-person,child,girl,boy,woman,man,people,children,girls,boys,women,men': 85.62617570732827, 'BoundaryIoU-person,child,girl,boy,woman,man,people,children,girls,boys,women,men': 0.0, 'min(IoU, B-Iou)-person,child,girl,boy,woman,man,people,children,girls,boys,women,men': 0.0, 'IoU-earth,ground': 14.60633900668663, 'BoundaryIoU-earth,ground': 0.0, 'min(IoU, B-Iou)-earth,ground': 0.0, 'IoU-door,double door,doors': 38.214416705430715, 'BoundaryIoU-door,double door,doors': 0.0, 'min(IoU, B-Iou)-door,double door,doors': 0.0, 'IoU-table,tables,tablecloth': 49.36129367837328, 'BoundaryIoU-table,tables,tablecloth': 0.0, 'min(IoU, B-Iou)-table,tables,tablecloth': 0.0, 'IoU-mountain,mount,mountains': 38.30788923310784, 'BoundaryIoU-mountain,mount,mountains': 0.0, 'min(IoU, B-Iou)-mountain,mount,mountains': 0.0, 'IoU-plant,flora,plant life,plants,bushes': 35.91331583508439, 'BoundaryIoU-plant,flora,plant life,plants,bushes': 0.0, 'min(IoU, B-Iou)-plant,flora,plant life,plants,bushes': 0.0, 'IoU-curtain,drape,drapery,mantle,pall': 74.25678076016202, 'BoundaryIoU-curtain,drape,drapery,mantle,pall': 0.0, 'min(IoU, B-Iou)-curtain,drape,drapery,mantle,pall': 0.0, 'IoU-chair,chairs': 55.604850425962304, 'BoundaryIoU-chair,chairs': 0.0, 'min(IoU, B-Iou)-chair,chairs': 0.0, 'IoU-car,automobile,cars': 84.85408159058471, 'BoundaryIoU-car,automobile,cars': 0.0, 'min(IoU, B-Iou)-car,automobile,cars': 0.0, 'IoU-water': 33.75205952124218, 'BoundaryIoU-water': 0.0, 'min(IoU, B-Iou)-water': 0.0, 'IoU-painting,picture,paintings,pictures,wallart,framed canvas': 17.854789807571823, 'BoundaryIoU-painting,picture,paintings,pictures,wallart,framed canvas': 0.0, 'min(IoU, B-Iou)-painting,picture,paintings,pictures,wallart,framed canvas': 0.0, 'IoU-sofa,couch,sofas,couches': 70.10881197761154, 'BoundaryIoU-sofa,couch,sofas,couches': 0.0, 'min(IoU, B-Iou)-sofa,couch,sofas,couches': 0.0, 'IoU-shelf,shelves': 37.39270071312226, 'BoundaryIoU-shelf,shelves': 0.0, 'min(IoU, B-Iou)-shelf,shelves': 0.0, 'IoU-house exterior': 26.69362897888722, 'BoundaryIoU-house exterior': 0.0, 'min(IoU, B-Iou)-house exterior': 0.0, 'IoU-sea,ocean': 43.502395793939385, 'BoundaryIoU-sea,ocean': 0.0, 'min(IoU, B-Iou)-sea,ocean': 0.0, 'IoU-mirror,mirrors': 67.62639635162255, 'BoundaryIoU-mirror,mirrors': 0.0, 'min(IoU, B-Iou)-mirror,mirrors': 0.0, 'IoU-rug,carpet,carpeting': 19.142717563047366, 'BoundaryIoU-rug,carpet,carpeting': 0.0, 'min(IoU, B-Iou)-rug,carpet,carpeting': 0.0, 'IoU-field': 7.086351942930783, 'BoundaryIoU-field': 0.0, 'min(IoU, B-Iou)-field': 0.0, 'IoU-armchair,armchairs': 44.60562161664468, 'BoundaryIoU-armchair,armchairs': 0.0, 'min(IoU, B-Iou)-armchair,armchairs': 0.0, 'IoU-seat,seats': 36.396890086529474, 'BoundaryIoU-seat,seats': 0.0, 'min(IoU, B-Iou)-seat,seats': 0.0, 'IoU-fence,fencing': 42.25436241977745, 'BoundaryIoU-fence,fencing': 0.0, 'min(IoU, B-Iou)-fence,fencing': 0.0, 'IoU-desk,desks': 41.173682139589246, 'BoundaryIoU-desk,desks': 0.0, 'min(IoU, B-Iou)-desk,desks': 0.0, 'IoU-rock,stone,rocks,stones': 35.98440305294411, 'BoundaryIoU-rock,stone,rocks,stones': 0.0, 'min(IoU, B-Iou)-rock,stone,rocks,stones': 0.0, 'IoU-wardrobe,closet,press,wardrobes,closets': 27.543361943643763, 'BoundaryIoU-wardrobe,closet,press,wardrobes,closets': 0.0, 'min(IoU, B-Iou)-wardrobe,closet,press,wardrobes,closets': 0.0, 'IoU-lamp,lamps': 47.14855432680174, 'BoundaryIoU-lamp,lamps': 0.0, 'min(IoU, B-Iou)-lamp,lamps': 0.0, 'IoU-bathtub,bathing tub,bath,tub': 51.512341096064915, 'BoundaryIoU-bathtub,bathing tub,bath,tub': 0.0, 'min(IoU, B-Iou)-bathtub,bathing tub,bath,tub': 0.0, 'IoU-railing,rail': 17.30016682534299, 'BoundaryIoU-railing,rail': 0.0, 'min(IoU, B-Iou)-railing,rail': 0.0, 'IoU-cushion,cushions': 21.199512197675087, 'BoundaryIoU-cushion,cushions': 0.0, 'min(IoU, B-Iou)-cushion,cushions': 0.0, 'IoU-pedestal': 4.105046250120245, 'BoundaryIoU-pedestal': 0.0, 'min(IoU, B-Iou)-pedestal': 0.0, 'IoU-box,boxes': 18.16901642181325, 'BoundaryIoU-box,boxes': 0.0, 'min(IoU, B-Iou)-box,boxes': 0.0, 'IoU-column,pillar': 26.928975357324042, 'BoundaryIoU-column,pillar': 0.0, 'min(IoU, B-Iou)-column,pillar': 0.0, 'IoU-signboard,sign,signboards,signs': 13.626949183230952, 'BoundaryIoU-signboard,sign,signboards,signs': 0.0, 'min(IoU, B-Iou)-signboard,sign,signboards,signs': 0.0, 'IoU-chest of drawers,chest,bureau,dresser': 24.732665003987304, 'BoundaryIoU-chest of drawers,chest,bureau,dresser': 0.0, 'min(IoU, B-Iou)-chest of drawers,chest,bureau,dresser': 0.0, 'IoU-counter': 21.495454184661465, 'BoundaryIoU-counter': 0.0, 'min(IoU, B-Iou)-counter': 0.0, 'IoU-sand': 49.01083334792173, 'BoundaryIoU-sand': 0.0, 'min(IoU, B-Iou)-sand': 0.0, 'IoU-sink': 69.24506611135395, 'BoundaryIoU-sink': 0.0, 'min(IoU, B-Iou)-sink': 0.0, 'IoU-skyscraper,skyscrapers': 41.660986331390646, 'BoundaryIoU-skyscraper,skyscrapers': 0.0, 'min(IoU, B-Iou)-skyscraper,skyscrapers': 0.0, 'IoU-fireplace,hearth,open fireplace': 39.3775744292549, 'BoundaryIoU-fireplace,hearth,open fireplace': 0.0, 'min(IoU, B-Iou)-fireplace,hearth,open fireplace': 0.0, 'IoU-refrigerator,icebox': 71.53847310541634, 'BoundaryIoU-refrigerator,icebox': 0.0, 'min(IoU, B-Iou)-refrigerator,icebox': 0.0, 'IoU-grandstand,covered stand': 36.08204043303239, 'BoundaryIoU-grandstand,covered stand': 0.0, 'min(IoU, B-Iou)-grandstand,covered stand': 0.0, 'IoU-path': 5.502732686839867, 'BoundaryIoU-path': 0.0, 'min(IoU, B-Iou)-path': 0.0, 'IoU-stairs,steps': 51.42699645247988, 'BoundaryIoU-stairs,steps': 0.0, 'min(IoU, B-Iou)-stairs,steps': 0.0, 'IoU-runway': 47.79312002109588, 'BoundaryIoU-runway': 0.0, 'min(IoU, B-Iou)-runway': 0.0, 'IoU-case,display case,showcase,vitrine': 17.77500928900837, 'BoundaryIoU-case,display case,showcase,vitrine': 0.0, 'min(IoU, B-Iou)-case,display case,showcase,vitrine': 0.0, 'IoU-pool table,billiard table,snooker table': 90.5721645481481, 'BoundaryIoU-pool table,billiard table,snooker table': 0.0, 'min(IoU, B-Iou)-pool table,billiard table,snooker table': 0.0, 'IoU-pillow,pillows': 1.493236505377885, 'BoundaryIoU-pillow,pillows': 0.0, 'min(IoU, B-Iou)-pillow,pillows': 0.0, 'IoU-screen door,shower door': 18.82799234563243, 'BoundaryIoU-screen door,shower door': 0.0, 'min(IoU, B-Iou)-screen door,shower door': 0.0, 'IoU-stairway,staircase': 2.8552362816663006, 'BoundaryIoU-stairway,staircase': 0.0, 'min(IoU, B-Iou)-stairway,staircase': 0.0, 'IoU-river': 16.644531877490166, 'BoundaryIoU-river': 0.0, 'min(IoU, B-Iou)-river': 0.0, 'IoU-bridge,span': 53.12263834388601, 'BoundaryIoU-bridge,span': 0.0, 'min(IoU, B-Iou)-bridge,span': 0.0, 'IoU-bookcase': 8.929697508271914, 'BoundaryIoU-bookcase': 0.0, 'min(IoU, B-Iou)-bookcase': 0.0, 'IoU-window screen,door screen': 4.533023591081564, 'BoundaryIoU-window screen,door screen': 0.0, 'min(IoU, B-Iou)-window screen,door screen': 0.0, 'IoU-coffee table,cocktail table': 53.39493776405282, 'BoundaryIoU-coffee table,cocktail table': 0.0, 'min(IoU, B-Iou)-coffee table,cocktail table': 0.0, 'IoU-toilet,commode,crapper,potty': 80.55075877369995, 'BoundaryIoU-toilet,commode,crapper,potty': 0.0, 'min(IoU, B-Iou)-toilet,commode,crapper,potty': 0.0, 'IoU-flower,flowers': 28.049104948995087, 'BoundaryIoU-flower,flowers': 0.0, 'min(IoU, B-Iou)-flower,flowers': 0.0, 'IoU-book,books': 52.80596854247081, 'BoundaryIoU-book,books': 0.0, 'min(IoU, B-Iou)-book,books': 0.0, 'IoU-hill': 3.149907069153368, 'BoundaryIoU-hill': 0.0, 'min(IoU, B-Iou)-hill': 0.0, 'IoU-bench,benches': 53.91651251100317, 'BoundaryIoU-bench,benches': 0.0, 'min(IoU, B-Iou)-bench,benches': 0.0, 'IoU-countertop,counter top,worktop': 16.421939858677398, 'BoundaryIoU-countertop,counter top,worktop': 0.0, 'min(IoU, B-Iou)-countertop,counter top,worktop': 0.0, 'IoU-stove,kitchen stove,kitchen range,kitchen range,cooking stove': 27.644203649529707, 'BoundaryIoU-stove,kitchen stove,kitchen range,kitchen range,cooking stove': 0.0, 'min(IoU, B-Iou)-stove,kitchen stove,kitchen range,kitchen range,cooking stove': 0.0, 'IoU-palm tree,palm trees': 20.820172859677697, 'BoundaryIoU-palm tree,palm trees': 0.0, 'min(IoU, B-Iou)-palm tree,palm trees': 0.0, 'IoU-kitchen island': 0.0, 'BoundaryIoU-kitchen island': 0.0, 'min(IoU, B-Iou)-kitchen island': 0.0, 'IoU-computer,computing machine,computing device,data processor,electronic computer,information processing system': 26.695323552313077, 'BoundaryIoU-computer,computing machine,computing device,data processor,electronic computer,information processing system': 0.0, 'min(IoU, B-Iou)-computer,computing machine,computing device,data processor,electronic computer,information processing system': 0.0, 'IoU-swivel chair': 35.35148034298658, 'BoundaryIoU-swivel chair': 0.0, 'min(IoU, B-Iou)-swivel chair': 0.0, 'IoU-boat': 78.05267761033369, 'BoundaryIoU-boat': 0.0, 'min(IoU, B-Iou)-boat': 0.0, 'IoU-bar': 4.249836269174734, 'BoundaryIoU-bar': 0.0, 'min(IoU, B-Iou)-bar': 0.0, 'IoU-arcade machine,arcade machines': 21.272794156287773, 'BoundaryIoU-arcade machine,arcade machines': 0.0, 'min(IoU, B-Iou)-arcade machine,arcade machines': 0.0, 'IoU-hovel,hut,hutch,shack,shanty': 26.132928373042112, 'BoundaryIoU-hovel,hut,hutch,shack,shanty': 0.0, 'min(IoU, B-Iou)-hovel,hut,hutch,shack,shanty': 0.0, 'IoU-bus,autobus,double-decker,jitney,motorbus,motorcoach,omnibus,passenger vehicle': 65.60455916648758, 'BoundaryIoU-bus,autobus,double-decker,jitney,motorbus,motorcoach,omnibus,passenger vehicle': 0.0, 'min(IoU, B-Iou)-bus,autobus,double-decker,jitney,motorbus,motorcoach,omnibus,passenger vehicle': 0.0, 'IoU-towel': 54.94045800374943, 'BoundaryIoU-towel': 0.0, 'min(IoU, B-Iou)-towel': 0.0, 'IoU-light bulb,lightbulb,bulb,incandescent lamp,electric light,electric-light bulb': 1.1682043445845038, 'BoundaryIoU-light bulb,lightbulb,bulb,incandescent lamp,electric light,electric-light bulb': 0.0, 'min(IoU, B-Iou)-light bulb,lightbulb,bulb,incandescent lamp,electric light,electric-light bulb': 0.0, 'IoU-truck,motortruck': 44.09889909955345, 'BoundaryIoU-truck,motortruck': 0.0, 'min(IoU, B-Iou)-truck,motortruck': 0.0, 'IoU-tower,towers': 16.6147916687353, 'BoundaryIoU-tower,towers': 0.0, 'min(IoU, B-Iou)-tower,towers': 0.0, 'IoU-chandelier,pendant,pendent': 54.032820362052966, 'BoundaryIoU-chandelier,pendant,pendent': 0.0, 'min(IoU, B-Iou)-chandelier,pendant,pendent': 0.0, 'IoU-awning,sunshade,sunblind': 3.4206816265027253, 'BoundaryIoU-awning,sunshade,sunblind': 0.0, 'min(IoU, B-Iou)-awning,sunshade,sunblind': 0.0, 'IoU-streetlight,street lamp': 1.5296995025033735, 'BoundaryIoU-streetlight,street lamp': 0.0, 'min(IoU, B-Iou)-streetlight,street lamp': 0.0, 'IoU-booth,cubicle,stall,kiosk': 9.737445867920874, 'BoundaryIoU-booth,cubicle,stall,kiosk': 0.0, 'min(IoU, B-Iou)-booth,cubicle,stall,kiosk': 0.0, 'IoU-television receiver,television,television set,tv,tv set': 64.71052297296997, 'BoundaryIoU-television receiver,television,television set,tv,tv set': 0.0, 'min(IoU, B-Iou)-television receiver,television,television set,tv,tv set': 0.0, 'IoU-airplane,aeroplane,airplanes,aeroplanes': 34.7847040182255, 'BoundaryIoU-airplane,aeroplane,airplanes,aeroplanes': 0.0, 'min(IoU, B-Iou)-airplane,aeroplane,airplanes,aeroplanes': 0.0, 'IoU-dirt track': 3.228671047588779, 'BoundaryIoU-dirt track': 0.0, 'min(IoU, B-Iou)-dirt track': 0.0, 'IoU-apparel,wearing apparel,dress,clothes': 1.0766002220633288, 'BoundaryIoU-apparel,wearing apparel,dress,clothes': 0.0, 'min(IoU, B-Iou)-apparel,wearing apparel,dress,clothes': 0.0, 'IoU-pole': 1.6748832381940841, 'BoundaryIoU-pole': 0.0, 'min(IoU, B-Iou)-pole': 0.0, 'IoU-land,soil': 1.8495823067736394, 'BoundaryIoU-land,soil': 0.0, 'min(IoU, B-Iou)-land,soil': 0.0, 'IoU-bannister,banister,balustrade,balusters,handrail': 7.620175186494896, 'BoundaryIoU-bannister,banister,balustrade,balusters,handrail': 0.0, 'min(IoU, B-Iou)-bannister,banister,balustrade,balusters,handrail': 0.0, 'IoU-escalator,moving staircase,moving stairway': 30.657497233107655, 'BoundaryIoU-escalator,moving staircase,moving stairway': 0.0, 'min(IoU, B-Iou)-escalator,moving staircase,moving stairway': 0.0, 'IoU-ottoman,pouf,pouffe,puff,hassock': 42.701437252646734, 'BoundaryIoU-ottoman,pouf,pouffe,puff,hassock': 0.0, 'min(IoU, B-Iou)-ottoman,pouf,pouffe,puff,hassock': 0.0, 'IoU-bottle,bottles,water bottle': 44.62181046644672, 'BoundaryIoU-bottle,bottles,water bottle': 0.0, 'min(IoU, B-Iou)-bottle,bottles,water bottle': 0.0, 'IoU-buffet,sideboard': 2.5328508855456104, 'BoundaryIoU-buffet,sideboard': 0.0, 'min(IoU, B-Iou)-buffet,sideboard': 0.0, 'IoU-poster,posting,placard,notice,bill,card': 29.789240190083145, 'BoundaryIoU-poster,posting,placard,notice,bill,card': 0.0, 'min(IoU, B-Iou)-poster,posting,placard,notice,bill,card': 0.0, 'IoU-stage': 8.249714359116506, 'BoundaryIoU-stage': 0.0, 'min(IoU, B-Iou)-stage': 0.0, 'IoU-van': 38.79408983085009, 'BoundaryIoU-van': 0.0, 'min(IoU, B-Iou)-van': 0.0, 'IoU-ship': 11.039895235811645, 'BoundaryIoU-ship': 0.0, 'min(IoU, B-Iou)-ship': 0.0, 'IoU-fountain': 26.396557137278027, 'BoundaryIoU-fountain': 0.0, 'min(IoU, B-Iou)-fountain': 0.0, 'IoU-conveyer belt,conveyor belt,conveyer,conveyor,transporter': 33.39151766759447, 'BoundaryIoU-conveyer belt,conveyor belt,conveyer,conveyor,transporter': 0.0, 'min(IoU, B-Iou)-conveyer belt,conveyor belt,conveyer,conveyor,transporter': 0.0, 'IoU-canopy': 2.6520449731772535, 'BoundaryIoU-canopy': 0.0, 'min(IoU, B-Iou)-canopy': 0.0, 'IoU-washer,automatic washer,washing machine': 66.3065902113351, 'BoundaryIoU-washer,automatic washer,washing machine': 0.0, 'min(IoU, B-Iou)-washer,automatic washer,washing machine': 0.0, 'IoU-plaything,toy,toys': 4.939691301236839, 'BoundaryIoU-plaything,toy,toys': 0.0, 'min(IoU, B-Iou)-plaything,toy,toys': 0.0, 'IoU-swimming pool,swimming bath': 25.55442048750603, 'BoundaryIoU-swimming pool,swimming bath': 0.0, 'min(IoU, B-Iou)-swimming pool,swimming bath': 0.0, 'IoU-stool,stools': 38.63396398288167, 'BoundaryIoU-stool,stools': 0.0, 'min(IoU, B-Iou)-stool,stools': 0.0, 'IoU-barrel,cask,barrels,casks': 3.4171561281867198, 'BoundaryIoU-barrel,cask,barrels,casks': 0.0, 'min(IoU, B-Iou)-barrel,cask,barrels,casks': 0.0, 'IoU-basket,handbasket': 26.300809957337247, 'BoundaryIoU-basket,handbasket': 0.0, 'min(IoU, B-Iou)-basket,handbasket': 0.0, 'IoU-waterfall,falls': 24.257274815419372, 'BoundaryIoU-waterfall,falls': 0.0, 'min(IoU, B-Iou)-waterfall,falls': 0.0, 'IoU-tent,collapsible shelter': 77.34806629834254, 'BoundaryIoU-tent,collapsible shelter': 0.0, 'min(IoU, B-Iou)-tent,collapsible shelter': 0.0, 'IoU-bag,bags,gift bag,paper bag': 21.28054351908427, 'BoundaryIoU-bag,bags,gift bag,paper bag': 0.0, 'min(IoU, B-Iou)-bag,bags,gift bag,paper bag': 0.0, 'IoU-minibike,motorbike': 68.90806270530999, 'BoundaryIoU-minibike,motorbike': 0.0, 'min(IoU, B-Iou)-minibike,motorbike': 0.0, 'IoU-cradle': 61.84006554627667, 'BoundaryIoU-cradle': 0.0, 'min(IoU, B-Iou)-cradle': 0.0, 'IoU-oven': 22.29974920735071, 'BoundaryIoU-oven': 0.0, 'min(IoU, B-Iou)-oven': 0.0, 'IoU-ball,balls': 38.25091298958019, 'BoundaryIoU-ball,balls': 0.0, 'min(IoU, B-Iou)-ball,balls': 0.0, 'IoU-food,solid food': 54.20273848602285, 'BoundaryIoU-food,solid food': 0.0, 'min(IoU, B-Iou)-food,solid food': 0.0, 'IoU-step,stair': 0.0, 'BoundaryIoU-step,stair': 0.0, 'min(IoU, B-Iou)-step,stair': 0.0, 'IoU-tank,storage tank': 44.62881210865354, 'BoundaryIoU-tank,storage tank': 0.0, 'min(IoU, B-Iou)-tank,storage tank': 0.0, 'IoU-trade name,brand name,brand,marque': 5.5534855241517285, 'BoundaryIoU-trade name,brand name,brand,marque': 0.0, 'min(IoU, B-Iou)-trade name,brand name,brand,marque': 0.0, 'IoU-microwave,microwave oven': 90.6436496979525, 'BoundaryIoU-microwave,microwave oven': 0.0, 'min(IoU, B-Iou)-microwave,microwave oven': 0.0, 'IoU-plant pots,plant pot,flower pot,flowerpot,planter': 26.0994351612144, 'BoundaryIoU-plant pots,plant pot,flower pot,flowerpot,planter': 0.0, 'min(IoU, B-Iou)-plant pots,plant pot,flower pot,flowerpot,planter': 0.0, 'IoU-animal,animate being,dog,cat,horse,cow,sheep,zebra,girraffe,bird': 72.47190129211317, 'BoundaryIoU-animal,animate being,dog,cat,horse,cow,sheep,zebra,girraffe,bird': 0.0, 'min(IoU, B-Iou)-animal,animate being,dog,cat,horse,cow,sheep,zebra,girraffe,bird': 0.0, 'IoU-bicycle,bike': 55.819858925664676, 'BoundaryIoU-bicycle,bike': 0.0, 'min(IoU, B-Iou)-bicycle,bike': 0.0, 'IoU-lake': 4.775941099323473, 'BoundaryIoU-lake': 0.0, 'min(IoU, B-Iou)-lake': 0.0, 'IoU-dishwasher,dish washer,dishwashing machine': 53.94839908727784, 'BoundaryIoU-dishwasher,dish washer,dishwashing machine': 0.0, 'min(IoU, B-Iou)-dishwasher,dish washer,dishwashing machine': 0.0, 'IoU-projection screen': 37.455653114362605, 'BoundaryIoU-projection screen': 0.0, 'min(IoU, B-Iou)-projection screen': 0.0, 'IoU-blanket,cover': 2.957066738578562, 'BoundaryIoU-blanket,cover': 0.0, 'min(IoU, B-Iou)-blanket,cover': 0.0, 'IoU-sculpture,sculptures': 15.231037863724966, 'BoundaryIoU-sculpture,sculptures': 0.0, 'min(IoU, B-Iou)-sculpture,sculptures': 0.0, 'IoU-exhaust hood': 7.643897332554235, 'BoundaryIoU-exhaust hood': 0.0, 'min(IoU, B-Iou)-exhaust hood': 0.0, 'IoU-sconce,sconce lamp,sconce light': 15.433018224605222, 'BoundaryIoU-sconce,sconce lamp,sconce light': 0.0, 'min(IoU, B-Iou)-sconce,sconce lamp,sconce light': 0.0, 'IoU-vase,vases': 44.847959238983144, 'BoundaryIoU-vase,vases': 0.0, 'min(IoU, B-Iou)-vase,vases': 0.0, 'IoU-traffic light,traffic signal,traffic lights': 24.393671793382275, 'BoundaryIoU-traffic light,traffic signal,traffic lights': 0.0, 'min(IoU, B-Iou)-traffic light,traffic signal,traffic lights': 0.0, 'IoU-tray,trays': 3.0150499699450024, 'BoundaryIoU-tray,trays': 0.0, 'min(IoU, B-Iou)-tray,trays': 0.0, 'IoU-ashcan,trash can,garbage can,wastebin,ash bin,ash-bin,ashbin,dustbin,trash barrel,trash bin': 11.891593669189424, 'BoundaryIoU-ashcan,trash can,garbage can,wastebin,ash bin,ash-bin,ashbin,dustbin,trash barrel,trash bin': 0.0, 'min(IoU, B-Iou)-ashcan,trash can,garbage can,wastebin,ash bin,ash-bin,ashbin,dustbin,trash barrel,trash bin': 0.0, 'IoU-ceiling fan,floor fan': 10.43371416253503, 'BoundaryIoU-ceiling fan,floor fan': 0.0, 'min(IoU, B-Iou)-ceiling fan,floor fan': 0.0, 'IoU-pier,wharf,wharfage,dock': 3.982893434453564, 'BoundaryIoU-pier,wharf,wharfage,dock': 0.0, 'min(IoU, B-Iou)-pier,wharf,wharfage,dock': 0.0, 'IoU-crt screen': 0.09783682616693308, 'BoundaryIoU-crt screen': 0.0, 'min(IoU, B-Iou)-crt screen': 0.0, 'IoU-plate,plates': 10.950728549167028, 'BoundaryIoU-plate,plates': 0.0, 'min(IoU, B-Iou)-plate,plates': 0.0, 'IoU-monitor,monitoring device,monitors': 3.757509174633599, 'BoundaryIoU-monitor,monitoring device,monitors': 0.0, 'min(IoU, B-Iou)-monitor,monitoring device,monitors': 0.0, 'IoU-bulletin board,notice board': 8.715316218779012, 'BoundaryIoU-bulletin board,notice board': 0.0, 'min(IoU, B-Iou)-bulletin board,notice board': 0.0, 'IoU-shower': 0.6304008726479411, 'BoundaryIoU-shower': 0.0, 'min(IoU, B-Iou)-shower': 0.0, 'IoU-radiator': 26.806622735918655, 'BoundaryIoU-radiator': 0.0, 'min(IoU, B-Iou)-radiator': 0.0, 'IoU-cup,cups,drinking glass,drinking glasses': 24.760676487794502, 'BoundaryIoU-cup,cups,drinking glass,drinking glasses': 0.0, 'min(IoU, B-Iou)-cup,cups,drinking glass,drinking glasses': 0.0, 'IoU-clock': 32.59836697449774, 'BoundaryIoU-clock': 0.0, 'min(IoU, B-Iou)-clock': 0.0, 'IoU-flag,flags': 39.44361814697242, 'BoundaryIoU-flag,flags': 0.0, 'min(IoU, B-Iou)-flag,flags': 0.0, 'mACC': 53.26464319668083, 'pACC': 70.94606863910236, 'Recall': 70.94606863910236, 'S_Recall': 75.68711791127475, 'U_Recall': 30.142701973556562, 'ACC-wall,walls,brick wall,stone wall,interior wall': 73.75679165185605, 'ACC-building,buildings,edifice,edifices': 73.46544059767419, 'ACC-sky,clouds': 90.90319803319835, 'ACC-floor,flooring': 51.747736977789685, 'ACC-tree,trees': 87.89838679085985, 'ACC-ceiling': 83.89068179142758, 'ACC-road,route,street,roads,streets,routes': 76.32315681502868, 'ACC-bed,beds': 97.48454492220348, 'ACC-windowpane,window,windows': 67.43403246740061, 'ACC-grass,grass field': 91.85190960870912, 'ACC-cabinet,cabinets,wall mounted cabine': 75.46459712686926, 'ACC-sidewalk,pavement': 91.08730022008699, 'ACC-person,child,girl,boy,woman,man,people,children,girls,boys,women,men': 94.96070231553877, 'ACC-earth,ground': 14.986805303304315, 'ACC-door,double door,doors': 50.06208255399016, 'ACC-table,tables,tablecloth': 62.96950439721246, 'ACC-mountain,mount,mountains': 43.06549313117299, 'ACC-plant,flora,plant life,plants,bushes': 51.59639446286399, 'ACC-curtain,drape,drapery,mantle,pall': 90.60930559511453, 'ACC-chair,chairs': 73.94543122286537, 'ACC-car,automobile,cars': 92.5043534960303, 'ACC-water': 39.284695017584305, 'ACC-painting,picture,paintings,pictures,wallart,framed canvas': 33.41004969039763, 'ACC-sofa,couch,sofas,couches': 89.23563057123553, 'ACC-shelf,shelves': 63.41804925989889, 'ACC-house exterior': 48.17234893528213, 'ACC-sea,ocean': 60.37986571656585, 'ACC-mirror,mirrors': 86.94286674183353, 'ACC-rug,carpet,carpeting': 92.54972333840726, 'ACC-field': 7.221647826373524, 'ACC-armchair,armchairs': 75.45150084199231, 'ACC-seat,seats': 43.23319517101032, 'ACC-fence,fencing': 62.06210968295196, 'ACC-desk,desks': 68.99791182860139, 'ACC-rock,stone,rocks,stones': 87.30401956568545, 'ACC-wardrobe,closet,press,wardrobes,closets': 33.09647126484881, 'ACC-lamp,lamps': 73.61497209324214, 'ACC-bathtub,bathing tub,bath,tub': 56.023092189619284, 'ACC-railing,rail': 31.37903011122205, 'ACC-cushion,cushions': 24.840262658740762, 'ACC-pedestal': 4.5423020081815215, 'ACC-box,boxes': 21.071250189019892, 'ACC-column,pillar': 58.77630553390492, 'ACC-signboard,sign,signboards,signs': 22.497083697871098, 'ACC-chest of drawers,chest,bureau,dresser': 67.27081342510941, 'ACC-counter': 38.90398732045754, 'ACC-sand': 79.24806248179246, 'ACC-sink': 75.88455201233897, 'ACC-skyscraper,skyscrapers': 58.41674007975978, 'ACC-fireplace,hearth,open fireplace': 43.01399564724774, 'ACC-refrigerator,icebox': 90.15668905282241, 'ACC-grandstand,covered stand': 70.54967691663661, 'ACC-path': 6.732584686005707, 'ACC-stairs,steps': 63.988846724688116, 'ACC-runway': 72.28018039531628, 'ACC-case,display case,showcase,vitrine': 42.49473557704868, 'ACC-pool table,billiard table,snooker table': 97.5107309517635, 'ACC-pillow,pillows': 1.5829047543716102, 'ACC-screen door,shower door': 92.1353470435252, 'ACC-stairway,staircase': 3.051720778768944, 'ACC-river': 47.15138152708255, 'ACC-bridge,span': 92.45235937416064, 'ACC-bookcase': 11.929536122324508, 'ACC-window screen,door screen': 9.680440163080203, 'ACC-coffee table,cocktail table': 77.11394393096165, 'ACC-toilet,commode,crapper,potty': 95.18449071389573, 'ACC-flower,flowers': 71.20701334768953, 'ACC-book,books': 84.41877642047594, 'ACC-hill': 17.43547017123489, 'ACC-bench,benches': 79.16420341436931, 'ACC-countertop,counter top,worktop': 78.68382411948042, 'ACC-stove,kitchen stove,kitchen range,kitchen range,cooking stove': 32.03030832719009, 'ACC-palm tree,palm trees': 21.60685163784817, 'ACC-kitchen island': 0.0, 'ACC-computer,computing machine,computing device,data processor,electronic computer,information processing system': 40.461591863199054, 'ACC-swivel chair': 44.941087547272645, 'ACC-boat': 81.12213682634207, 'ACC-bar': 5.452340403571244, 'ACC-arcade machine,arcade machines': 23.58140672877887, 'ACC-hovel,hut,hutch,shack,shanty': 82.18774139877593, 'ACC-bus,autobus,double-decker,jitney,motorbus,motorcoach,omnibus,passenger vehicle': 97.33469059028869, 'ACC-towel': 78.57333595872028, 'ACC-light bulb,lightbulb,bulb,incandescent lamp,electric light,electric-light bulb': 1.1730348016549037, 'ACC-truck,motortruck': 77.98871013265594, 'ACC-tower,towers': 61.60021748549389, 'ACC-chandelier,pendant,pendent': 71.63059307460769, 'ACC-awning,sunshade,sunblind': 40.151634812825776, 'ACC-streetlight,street lamp': 5.887029373993518, 'ACC-booth,cubicle,stall,kiosk': 48.96704749647478, 'ACC-television receiver,television,television set,tv,tv set': 79.64053954723232, 'ACC-airplane,aeroplane,airplanes,aeroplanes': 81.40777798189438, 'ACC-dirt track': 19.934973739394756, 'ACC-apparel,wearing apparel,dress,clothes': 1.125610059987966, 'ACC-pole': 3.5639748672136395, 'ACC-land,soil': 15.915468165957403, 'ACC-bannister,banister,balustrade,balusters,handrail': 49.79626998513873, 'ACC-escalator,moving staircase,moving stairway': 89.6285432165475, 'ACC-ottoman,pouf,pouffe,puff,hassock': 68.55612018640088, 'ACC-bottle,bottles,water bottle': 63.47518290852203, 'ACC-buffet,sideboard': 4.591946830089336, 'ACC-poster,posting,placard,notice,bill,card': 57.06419005510701, 'ACC-stage': 37.78324116448579, 'ACC-van': 59.97526378109404, 'ACC-ship': 12.13933207138994, 'ACC-fountain': 27.52519942614246, 'ACC-conveyer belt,conveyor belt,conveyer,conveyor,transporter': 88.3246197207341, 'ACC-canopy': 8.038939534116288, 'ACC-washer,automatic washer,washing machine': 69.35048165955928, 'ACC-plaything,toy,toys': 23.673025386854164, 'ACC-swimming pool,swimming bath': 75.6433951131473, 'ACC-stool,stools': 63.320665451584134, 'ACC-barrel,cask,barrels,casks': 80.6917738081693, 'ACC-basket,handbasket': 33.54650584843766, 'ACC-waterfall,falls': 60.00028103176127, 'ACC-tent,collapsible shelter': 97.61172508829408, 'ACC-bag,bags,gift bag,paper bag': 33.43127873048675, 'ACC-minibike,motorbike': 90.79836283840426, 'ACC-cradle': 82.51213828924543, 'ACC-oven': 79.85320475601443, 'ACC-ball,balls': 54.727721585734145, 'ACC-food,solid food': 85.39352403539672, 'ACC-step,stair': 0.0, 'ACC-tank,storage tank': 45.806314397538415, 'ACC-trade name,brand name,brand,marque': 6.84418653625664, 'ACC-microwave,microwave oven': 97.9407928618362, 'ACC-plant pots,plant pot,flower pot,flowerpot,planter': 67.1278192757957, 'ACC-animal,animate being,dog,cat,horse,cow,sheep,zebra,girraffe,bird': 84.73396411518873, 'ACC-bicycle,bike': 89.69918911849332, 'ACC-lake': 18.686887932019967, 'ACC-dishwasher,dish washer,dishwashing machine': 69.39290206704925, 'ACC-projection screen': 88.89882188853939, 'ACC-blanket,cover': 3.3133973784566653, 'ACC-sculpture,sculptures': 31.918498993107285, 'ACC-exhaust hood': 19.857962012347866, 'ACC-sconce,sconce lamp,sconce light': 32.529550027901315, 'ACC-vase,vases': 81.52156613082923, 'ACC-traffic light,traffic signal,traffic lights': 31.5767131594906, 'ACC-tray,trays': 3.747852683621737, 'ACC-ashcan,trash can,garbage can,wastebin,ash bin,ash-bin,ashbin,dustbin,trash barrel,trash bin': 19.378164609325875, 'ACC-ceiling fan,floor fan': 58.75883167018719, 'ACC-pier,wharf,wharfage,dock': 48.54653994406022, 'ACC-crt screen': 0.5207754337657451, 'ACC-plate,plates': 13.219686501529676, 'ACC-monitor,monitoring device,monitors': 8.441422044845876, 'ACC-bulletin board,notice board': 32.811653074320745, 'ACC-shower': 69.95932597327136, 'ACC-radiator': 27.65292122906474, 'ACC-cup,cups,drinking glass,drinking glasses': 32.844362728888065, 'ACC-clock': 39.29546747582022, 'ACC-flag,flags': 63.78463434626269})])
[02/29 16:23:46] d2.evaluation.panoptic_evaluation INFO: Writing all panoptic predictions to /tmp/panoptic_evalvt77glbt ...
[02/29 16:24:27] d2.evaluation.panoptic_evaluation INFO: Panoptic Evaluation Results:
| | PQ | SQ | RQ | #categories |
|:------:|:------:|:------:|:------:|:-------------:|
| All | 25.887 | 69.139 | 31.253 | 150 |
| Things | 24.222 | 67.555 | 29.520 | 100 |
| Stuff | 29.217 | 72.307 | 34.719 | 50 |
[02/29 16:24:29] d2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/29 16:24:29] d2.evaluation.coco_evaluation INFO: Saving results to output/Sam_query/ConvNext-L_vit_b_1x/convnext_large_eval_ade20k/inference/coco_instances_results.json
[02/29 16:24:30] d2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/29 16:24:30] d2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/29 16:24:34] d2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 3.56 seconds.
[02/29 16:24:34] d2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/29 16:24:34] d2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 0.46 seconds.
[02/29 16:24:34] d2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:-----:|:------:|:------:|:-----:|:-----:|:-----:|
| 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
[02/29 16:24:34] d2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:-------------------------------------------------------------------------------------------------------------|:------|:--------------------------------------------------------------------------------------------|:------|:--------------------------------------------------|:------|
| bed,beds | 0.000 | windowpane,window,windows | 0.000 | cabinet,cabinets,wall mounted cabine | 0.000 |
| person,child,girl,boy,woman,man,people,children,girls,boys,women,men | 0.000 | door,double door,doors | 0.000 | table,tables,tablecloth | 0.000 |
| curtain,drape,drapery,mantle,pall | 0.000 | chair,chairs | 0.000 | car,automobile,cars | 0.000 |
| painting,picture,paintings,pictures,wallart,framed canvas | 0.000 | sofa,couch,sofas,couches | 0.000 | shelf,shelves | 0.000 |
| mirror,mirrors | 0.000 | armchair,armchairs | 0.000 | seat,seats | 0.000 |
| fence,fencing | 0.000 | desk,desks | 0.000 | wardrobe,closet,press,wardrobes,closets | 0.000 |
| lamp,lamps | 0.000 | bathtub,bathing tub,bath,tub | 0.000 | railing,rail | 0.000 |
| cushion,cushions | 0.000 | box,boxes | 0.000 | column,pillar | 0.000 |
| signboard,sign,signboards,signs | 0.000 | chest of drawers,chest,bureau,dresser | 0.000 | counter | 0.000 |
| sink | 0.000 | fireplace,hearth,open fireplace | 0.000 | refrigerator,icebox | 0.000 |
| stairs,steps | 0.000 | case,display case,showcase,vitrine | 0.000 | pool table,billiard table,snooker table | 0.000 |
| pillow,pillows | 0.000 | screen door,shower door | 0.000 | bookcase | 0.000 |
| coffee table,cocktail table | 0.000 | toilet,commode,crapper,potty | 0.000 | flower,flowers | 0.000 |
| book,books | 0.000 | bench,benches | 0.000 | countertop,counter top,worktop | 0.000 |
| stove,kitchen stove,kitchen range,kitchen range,cooking stove | 0.000 | palm tree,palm trees | 0.000 | kitchen island | 0.000 |
| computer,computing machine,computing device,data processor,electronic computer,information processing system | 0.000 | swivel chair | 0.000 | boat | 0.000 |
| arcade machine,arcade machines | 0.000 | bus,autobus,double-decker,jitney,motorbus,motorcoach,omnibus,passenger vehicle | 0.000 | towel | 0.000 |
| light bulb,lightbulb,bulb,incandescent lamp,electric light,electric-light bulb | 0.000 | truck,motortruck | 0.000 | chandelier,pendant,pendent | 0.000 |
| awning,sunshade,sunblind | 0.000 | streetlight,street lamp | 0.000 | booth,cubicle,stall,kiosk | 0.000 |
| television receiver,television,television set,tv,tv set | 0.000 | airplane,aeroplane,airplanes,aeroplanes | 0.000 | apparel,wearing apparel,dress,clothes | 0.000 |
| pole | 0.000 | bannister,banister,balustrade,balusters,handrail | 0.000 | ottoman,pouf,pouffe,puff,hassock | 0.000 |
| bottle,bottles,water bottle | 0.000 | van | 0.000 | ship | 0.000 |
| fountain | 0.000 | washer,automatic washer,washing machine | 0.000 | plaything,toy,toys | 0.000 |
| stool,stools | 0.000 | barrel,cask,barrels,casks | 0.000 | basket,handbasket | 0.000 |
| bag,bags,gift bag,paper bag | 0.000 | minibike,motorbike | 0.000 | oven | 0.000 |
| ball,balls | 0.000 | food,solid food | 0.000 | step,stair | 0.000 |
| trade name,brand name,brand,marque | 0.000 | microwave,microwave oven | 0.000 | plant pots,plant pot,flower pot,flowerpot,planter | 0.000 |
| animal,animate being,dog,cat,horse,cow,sheep,zebra,girraffe,bird | 0.000 | bicycle,bike | 0.000 | dishwasher,dish washer,dishwashing machine | 0.000 |
| projection screen | 0.000 | sculpture,sculptures | 0.000 | exhaust hood | 0.000 |
| sconce,sconce lamp,sconce light | 0.000 | vase,vases | 0.000 | traffic light,traffic signal,traffic lights | 0.000 |
| tray,trays | 0.000 | ashcan,trash can,garbage can,wastebin,ash bin,ash-bin,ashbin,dustbin,trash barrel,trash bin | 0.000 | ceiling fan,floor fan | 0.000 |
| plate,plates | 0.000 | monitor,monitoring device,monitors | 0.000 | bulletin board,notice board | 0.000 |
| radiator | 0.000 | cup,cups,drinking glass,drinking glasses | 0.000 | clock | 0.000 |
| flag,flags | 0.000 | | | | |
[02/29 16:24:38] d2.evaluation.fast_eval_api INFO: Evaluate annotation type *segm*
[02/29 16:24:43] d2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 4.06 seconds.
[02/29 16:24:43] d2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/29 16:24:43] d2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 0.50 seconds.
[02/29 16:24:43] d2.evaluation.coco_evaluation INFO: Evaluation results for segm:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:-----:|:------:|:------:|
| 16.510 | 27.079 | 16.832 | 5.310 | 19.927 | 28.469 |
[02/29 16:24:43] d2.evaluation.coco_evaluation INFO: Per-category segm AP:
| category | AP | category | AP | category | AP |
|:-------------------------------------------------------------------------------------------------------------|:-------|:--------------------------------------------------------------------------------------------|:-------|:--------------------------------------------------|:-------|
| bed,beds | 43.634 | windowpane,window,windows | 14.296 | cabinet,cabinets,wall mounted cabine | 6.691 |
| person,child,girl,boy,woman,man,people,children,girls,boys,women,men | 35.383 | door,double door,doors | 14.509 | table,tables,tablecloth | 16.179 |
| curtain,drape,drapery,mantle,pall | 22.598 | chair,chairs | 26.041 | car,automobile,cars | 42.280 |
| painting,picture,paintings,pictures,wallart,framed canvas | 5.542 | sofa,couch,sofas,couches | 49.618 | shelf,shelves | 5.967 |
| mirror,mirrors | 50.618 | armchair,armchairs | 38.633 | seat,seats | 6.732 |
| fence,fencing | 5.385 | desk,desks | 8.778 | wardrobe,closet,press,wardrobes,closets | 22.615 |
| lamp,lamps | 9.757 | bathtub,bathing tub,bath,tub | 10.183 | railing,rail | 2.076 |
| cushion,cushions | 6.013 | box,boxes | 2.347 | column,pillar | 1.633 |
| signboard,sign,signboards,signs | 2.207 | chest of drawers,chest,bureau,dresser | 22.347 | counter | 1.892 |
| sink | 30.487 | fireplace,hearth,open fireplace | 4.768 | refrigerator,icebox | 70.111 |
| stairs,steps | 11.475 | case,display case,showcase,vitrine | 1.632 | pool table,billiard table,snooker table | 65.928 |
| pillow,pillows | 2.013 | screen door,shower door | 39.608 | bookcase | 0.410 |
| coffee table,cocktail table | 28.078 | toilet,commode,crapper,potty | 68.593 | flower,flowers | 10.238 |
| book,books | 6.538 | bench,benches | 12.239 | countertop,counter top,worktop | 9.671 |
| stove,kitchen stove,kitchen range,kitchen range,cooking stove | 41.071 | palm tree,palm trees | 1.963 | kitchen island | 2.924 |
| computer,computing machine,computing device,data processor,electronic computer,information processing system | 3.561 | swivel chair | 19.213 | boat | 24.599 |
| arcade machine,arcade machines | 2.285 | bus,autobus,double-decker,jitney,motorbus,motorcoach,omnibus,passenger vehicle | 48.071 | towel | 15.704 |
| light bulb,lightbulb,bulb,incandescent lamp,electric light,electric-light bulb | 0.541 | truck,motortruck | 11.684 | chandelier,pendant,pendent | 13.241 |
| awning,sunshade,sunblind | 2.202 | streetlight,street lamp | 0.104 | booth,cubicle,stall,kiosk | 1.007 |
| television receiver,television,television set,tv,tv set | 63.915 | airplane,aeroplane,airplanes,aeroplanes | 36.589 | apparel,wearing apparel,dress,clothes | 0.057 |
| pole | 0.080 | bannister,banister,balustrade,balusters,handrail | 0.369 | ottoman,pouf,pouffe,puff,hassock | 29.001 |
| bottle,bottles,water bottle | 17.969 | van | 12.324 | ship | 31.515 |
| fountain | 16.324 | washer,automatic washer,washing machine | 3.173 | plaything,toy,toys | 8.214 |
| stool,stools | 11.013 | barrel,cask,barrels,casks | 3.067 | basket,handbasket | 5.681 |
| bag,bags,gift bag,paper bag | 4.504 | minibike,motorbike | 25.858 | oven | 28.585 |
| ball,balls | 19.736 | food,solid food | 0.397 | step,stair | 0.108 |
| trade name,brand name,brand,marque | 0.481 | microwave,microwave oven | 71.206 | plant pots,plant pot,flower pot,flowerpot,planter | 3.066 |
| animal,animate being,dog,cat,horse,cow,sheep,zebra,girraffe,bird | 18.474 | bicycle,bike | 17.110 | dishwasher,dish washer,dishwashing machine | 45.848 |
| projection screen | 41.661 | sculpture,sculptures | 11.098 | exhaust hood | 2.274 |
| sconce,sconce lamp,sconce light | 1.765 | vase,vases | 29.391 | traffic light,traffic signal,traffic lights | 5.033 |
| tray,trays | 0.334 | ashcan,trash can,garbage can,wastebin,ash bin,ash-bin,ashbin,dustbin,trash barrel,trash bin | 1.172 | ceiling fan,floor fan | 3.019 |
| plate,plates | 0.455 | monitor,monitoring device,monitors | 5.380 | bulletin board,notice board | 1.317 |
| radiator | 12.525 | cup,cups,drinking glass,drinking glasses | 8.909 | clock | 24.097 |
| flag,flags | 3.984 | | | | |
[02/29 16:24:44] d2.engine.defaults INFO: Evaluation results for openvocab_ade20k_panoptic_val in csv format:
[02/29 16:24:44] d2.evaluation.testing INFO: copypaste: Task: sem_seg
[02/29 16:24:44] d2.evaluation.testing INFO: copypaste: mIoU,S_mIoU,U_mIoU,fwIoU,mACC,pACC,Recall,S_Recall,U_Recall
[02/29 16:24:44] d2.evaluation.testing INFO: copypaste: 33.8281,49.2720,22.3350,59.8575,53.2646,70.9461,70.9461,75.6871,30.1427
[02/29 16:24:44] d2.evaluation.testing INFO: copypaste: Task: panoptic_seg
[02/29 16:24:44] d2.evaluation.testing INFO: copypaste: PQ,SQ,RQ,PQ_th,SQ_th,RQ_th,PQ_st,SQ_st,RQ_st
[02/29 16:24:44] d2.evaluation.testing INFO: copypaste: 25.8865,69.1386,31.2531,24.2215,67.5546,29.5200,29.2166,72.3067,34.7194
[02/29 16:24:44] d2.evaluation.testing INFO: copypaste: Task: bbox
[02/29 16:24:44] d2.evaluation.testing INFO: copypaste: AP,AP50,AP75,APs,APm,APl
[02/29 16:24:44] d2.evaluation.testing INFO: copypaste: 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
[02/29 16:24:44] d2.evaluation.testing INFO: copypaste: Task: segm
[02/29 16:24:44] d2.evaluation.testing INFO: copypaste: AP,AP50,AP75,APs,APm,APl
[02/29 16:24:44] d2.evaluation.testing INFO: copypaste: 16.5099,27.0786,16.8315,5.3101,19.9270,28.4692
|