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  # segformer-b0-finetuned-segments-sidewalk-2
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  This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset.
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- It achieves the following results on the evaluation set:
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- - Loss: 0.9020
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- - Mean Iou: 0.1740
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- - Mean Accuracy: 0.2162
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- - Overall Accuracy: 0.7862
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- - Per Category Iou: [nan, 0.6265422173650987, 0.800078324436682, 0.0, 0.5927307951236999, 0.1308986673892844, 0.0, 0.030998787616701544, 0.0, 0.0, 0.6392866708419507, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5990947290679078, 0.0, 0.012305193946129014, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7862025738093955, 0.6714678894959321, 0.8533180689098588, 0.0, 0.0, 0.0, 0.0]
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- - Per Category Accuracy: [nan, 0.8127088598953792, 0.9480679716811434, 0.0, 0.6456322757211884, 0.18577003170721432, 0.0, 0.031840616467014214, 0.0, 0.0, 0.8950063858040616, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8797600353450591, 0.0, 0.01235108895738617, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9205025039430901, 0.8600824284463606, 0.9414584525978957, 0.0, 0.0, 0.0, 0.0]
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  ## Model description
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@@ -41,59 +34,13 @@ More information needed
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  The following hyperparameters were used during training:
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  - learning_rate: 6e-05
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- - train_batch_size: 2
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- - eval_batch_size: 2
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  - seed: 42
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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  - lr_scheduler_type: linear
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  - num_epochs: 2
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- ### Training results
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-
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- | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou | Per Category Accuracy |
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- |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
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- | 1.636 | 0.05 | 20 | 1.3949 | 0.1464 | 0.1906 | 0.7366 | [nan, 0.504194315365966, 0.7458100287491247, 0.0, 0.30123004438891443, 0.005040148832316656, 0.0, 0.0, 0.0, 0.0, 0.5750838625026303, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.545397516781076, 0.0, 1.6596518714234504e-05, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7379054071663511, 0.601483538511048, 0.8145034012379384, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7820347933391154, 0.914911656588859, 0.0, 0.3065214190962223, 0.005085525212927794, 0.0, 0.0, 0.0, 0.0, 0.8732302770752923, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8073598006880232, 0.0, 1.6598695010598266e-05, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.912536491113753, 0.7813241602496854, 0.9070390990099235, 0.0, 0.0, 0.0, 0.0] |
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- | 2.4964 | 0.1 | 40 | 1.3090 | 0.1470 | 0.1897 | 0.7405 | [nan, 0.5249667980333533, 0.7398117285077973, 0.0, 0.33235308843639594, 0.00579517477770451, 0.0, 0.0, 0.0, 0.0, 0.5513792573575681, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5460896861703505, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7430768512150508, 0.58913453010507, 0.81904491528208, 0.0, 0.0, 0.0, 0.0] | [nan, 0.6869981692976127, 0.9502379983709706, 0.0, 0.33715260954775406, 0.005885153009496029, 0.0, 0.0, 0.0, 0.0, 0.8868758804562443, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8435259082338625, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9160286340618251, 0.7468551293706804, 0.8869889679804585, 0.0, 0.0, 0.0, 0.0] |
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- | 1.2868 | 0.15 | 60 | 1.3148 | 0.1539 | 0.1983 | 0.7496 | [nan, 0.5261962178486886, 0.7539557012980136, 0.0, 0.49032288350478964, 0.010689413114584148, 0.0, 0.0, 0.0, 0.0, 0.5716064714704431, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.545169474673085, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7585301196478215, 0.6044571607692487, 0.818752158166502, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7340804460474771, 0.9337054270607762, 0.0, 0.5429510842974774, 0.01090703071843689, 0.0, 0.0, 0.0, 0.0, 0.8666208054101247, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8319703258890628, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.8924206635179484, 0.8026867404628729, 0.9301541107216086, 0.0, 0.0, 0.0, 0.0] |
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- | 1.2905 | 0.2 | 80 | 1.2373 | 0.1516 | 0.1933 | 0.7471 | [nan, 0.529734477658028, 0.74436615006938, 0.0, 0.42714243342221303, 0.010457219549013231, 0.0, 0.0, 0.0, 0.0, 0.5541413255295549, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5516070036284763, 0.0, 2.157769463910476e-05, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7577410742356473, 0.5973520160284734, 0.8300067435133074, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7042478537639791, 0.951551025981108, 0.0, 0.44458517898616373, 0.010693677113522943, 0.0, 0.0, 0.0, 0.0, 0.8969827428226663, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8399943324005235, 0.0, 2.1578303513777746e-05, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9113516761638858, 0.718099496014748, 0.9011132372830716, 0.0, 0.0, 0.0, 0.0] |
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- | 1.6401 | 0.25 | 100 | 1.1854 | 0.1552 | 0.1979 | 0.7520 | [nan, 0.5314144057349625, 0.7659004987820288, 0.0, 0.4537617100291417, 0.019683834866069776, 0.0, 0.0, 0.0, 0.0, 0.6019118067128486, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5443932275600419, 0.0, 4.97912915031161e-06, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7518552812696183, 0.6244348269033317, 0.829690806389283, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7863336460097776, 0.9170026966778823, 0.0, 0.4749528889798902, 0.0204747745219938, 0.0, 0.0, 0.0, 0.0, 0.8356823130613422, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8694687797520195, 0.0, 4.97960850317948e-06, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9181475729768334, 0.7974387576659474, 0.9098147797587416, 0.0, 0.0, 0.0, 0.0] |
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- | 1.2296 | 0.3 | 120 | 1.1751 | 0.1573 | 0.2008 | 0.7591 | [nan, 0.5575687125221319, 0.7746628988463777, 0.0, 0.4902196779974838, 0.030977999630245886, 0.0, 3.765884849151536e-05, 0.0, 0.0, 0.5720100197204252, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5593495914849796, 0.0, 0.00020407587640633996, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7540643851587683, 0.6268346531255139, 0.8258247466216216, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7726494262584561, 0.9309503677778981, 0.0, 0.5244590416850686, 0.033796824617061655, 0.0, 3.7676509489522955e-05, 0.0, 0.0, 0.8998269865301355, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8519199411808657, 0.0, 0.0002041639486303587, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9266912943476263, 0.7949823775651503, 0.8920280715518952, 0.0, 0.0, 0.0, 0.0] |
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- | 1.9455 | 0.35 | 140 | 1.1581 | 0.1585 | 0.2035 | 0.7598 | [nan, 0.5657891968946254, 0.7703160662788234, 0.0, 0.505224435196195, 0.05565729433309388, 0.0, 0.00034748346731081455, 0.0, 0.0, 0.572146252633075, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5688842360658164, 0.0, 0.0002240630430416807, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7476801364170053, 0.611133702887229, 0.833390082115693, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7567593538867486, 0.9357396920685765, 0.0, 0.5665000470217383, 0.06410737961433198, 0.0, 0.00034801196923217256, 0.0, 0.0, 0.8928937607076166, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8236332200859893, 0.0, 0.0002240823826430766, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9125888139228298, 0.8345421864572728, 0.9277917030637403, 0.0, 0.0, 0.0, 0.0] |
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- | 1.3389 | 0.4 | 160 | 1.1304 | 0.1584 | 0.1984 | 0.7575 | [nan, 0.5556752355490255, 0.7484194853237123, 0.0, 0.46798464191397987, 0.057565819261312406, 0.0, 2.1801518971285417e-05, 0.0, 0.0, 0.5999029107106543, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.562914918179358, 0.0, 0.0007401813942295724, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7612991498355927, 0.6370530469784278, 0.8361021719055871, 0.0, 0.0, 0.0, 0.0] | [nan, 0.6847532641529653, 0.9619981948293688, 0.0, 0.48955462676048794, 0.06553541445730642, 0.0, 2.181271602025013e-05, 0.0, 0.0, 0.8594042359636831, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8597963975582441, 0.0, 0.0007403017974726827, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9268933035434949, 0.7794877426765819, 0.919781229829559, 0.0, 0.0, 0.0, 0.0] |
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- | 1.7678 | 0.45 | 180 | 1.1232 | 0.1595 | 0.2054 | 0.7604 | [nan, 0.5534585398482734, 0.7844377439169697, 0.0, 0.5076185110652482, 0.06181213806498553, 0.0, 0.00026032232456947834, 0.0, 0.0, 0.5912059229785384, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5630940301318763, 0.0, 0.0006569397556383181, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7472247747730694, 0.6261419522177313, 0.8285234514884664, 0.0, 0.0, 0.0, 0.0] | [nan, 0.8134193390867644, 0.9036366239708824, 0.0, 0.5638283393072765, 0.07097951715748455, 0.0, 0.00026076110515117204, 0.0, 0.0, 0.8746728391407029, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8502933317594652, 0.0, 0.0006573083224196913, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9315304799242237, 0.8342565608641569, 0.933577982488351, 0.0, 0.0, 0.0, 0.0] |
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- | 1.2611 | 0.5 | 200 | 1.0651 | 0.1615 | 0.2025 | 0.7651 | [nan, 0.5671056502740103, 0.7753337277958028, 0.0, 0.49888721635878214, 0.06136564526226987, 0.0, 4.4579084286169984e-05, 0.0, 0.0, 0.6232334637755325, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5565376139003556, 0.0, 0.0011166640118933843, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7660004374082224, 0.6434239717476017, 0.8371506172212282, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7563193211133783, 0.9447201251599742, 0.0, 0.5507733587925294, 0.06827225712874456, 0.0, 4.461691913232982e-05, 0.0, 0.0, 0.8509542054678271, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8828393333915162, 0.0, 0.0011170921742132633, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9257366727871768, 0.7684023698510452, 0.9320225065058582, 0.0, 0.0, 0.0, 0.0] |
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- | 1.0999 | 0.55 | 220 | 1.0620 | 0.1633 | 0.2084 | 0.7693 | [nan, 0.5924869132412255, 0.7869162623868119, 0.0, 0.5359566198894287, 0.08373652011967124, 0.0, 0.00035576256069765137, 0.0, 0.0, 0.5855946535857894, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5808343411503255, 0.0, 0.0014737268361009967, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7571654265377797, 0.6072439104815259, 0.8561081502421407, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7897776481493639, 0.939502356719774, 0.0, 0.5895573647351248, 0.09903193042879592, 0.0, 0.00035594386596680895, 0.0, 0.0, 0.9070581225642081, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8794239140467099, 0.0, 0.0014739641169411262, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.8800626363359794, 0.8717727075667755, 0.9178216037824067, 0.0, 0.0, 0.0, 0.0] |
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- | 1.3994 | 0.6 | 240 | 1.0335 | 0.1633 | 0.2057 | 0.7681 | [nan, 0.5953533500281858, 0.7878751939722615, 0.0, 0.5197187519252143, 0.10179754268715668, 0.0, 0.002863447670122916, 0.0, 0.0, 0.5967722365780396, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5738118200043721, 0.0, 0.0008529732923109602, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7303380244208897, 0.6341834168262174, 0.8455494441485821, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7873760716573845, 0.9346399172025449, 0.0, 0.5657262715808946, 0.13233929677576087, 0.0, 0.0028703551308465517, 0.0, 0.0, 0.8551268279892752, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.842173051401653, 0.0, 0.0008531729235447509, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9489185091127993, 0.7894341557726704, 0.9270340357303325, 0.0, 0.0, 0.0, 0.0] |
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- | 1.3298 | 0.65 | 260 | 1.0324 | 0.1664 | 0.2085 | 0.7728 | [nan, 0.5799393358879911, 0.7832426968854685, 0.0, 0.5600462057479032, 0.09869575307495938, 0.0, 0.00020018492330043495, 0.0, 0.0, 0.6169557075114549, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5804812756856554, 0.0, 0.0006257022553495883, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7705386246426916, 0.6521258842991484, 0.8479831573478235, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7505816750488656, 0.9492231922606424, 0.0, 0.6583368748440049, 0.12390286494447876, 0.0, 0.0002002803925495694, 0.0, 0.0, 0.884073926841898, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8649135617827991, 0.0, 0.0006257708018995547, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9232153337116398, 0.7975941911282477, 0.9291131734218875, 0.0, 0.0, 0.0, 0.0] |
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- | 0.984 | 0.7 | 280 | 1.0249 | 0.1650 | 0.2059 | 0.7693 | [nan, 0.5863309998425754, 0.7660554563337043, 0.0, 0.5092407773600489, 0.09883743978340379, 0.0, 0.0013533367125500944, 0.0, 0.0, 0.6143464153250813, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5764565992223842, 0.0, 9.29526920593503e-05, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7795780224085815, 0.666740700766845, 0.8462942250694543, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7329862066176809, 0.9607357385842621, 0.0, 0.5431288542449122, 0.12069090710243394, 0.0, 0.0013553628545309969, 0.0, 0.0, 0.8979417881567064, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8940989783042701, 0.0, 9.29526920593503e-05, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.8972439364876615, 0.8228713918734426, 0.9229332354128511, 0.0, 0.0, 0.0, 0.0] |
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- | 1.2994 | 0.75 | 300 | 0.9976 | 0.1668 | 0.2104 | 0.7743 | [nan, 0.5805652070076773, 0.7993096188294663, 0.0, 0.5558009885944091, 0.09634533390131672, 0.0, 0.0023468627530520594, 0.0, 0.0, 0.6327525912376215, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5734495026666401, 0.0, 4.149522224011127e-05, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7706269161060705, 0.6539843013937677, 0.8407107969330532, 0.0, 0.0, 0.0, 0.0] | [nan, 0.8476811641219232, 0.9200961354448494, 0.0, 0.6156411364420059, 0.11252520127402581, 0.0, 0.002351807381819696, 0.0, 0.0, 0.8569227472772228, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.885762709665078, 0.0, 4.149673752649567e-05, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9100723295409185, 0.8566770628478155, 0.9370004858011499, 0.0, 0.0, 0.0, 0.0] |
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- | 1.2203 | 0.8 | 320 | 0.9808 | 0.1663 | 0.2079 | 0.7751 | [nan, 0.592144327496071, 0.7851198325204486, 0.0, 0.5486150120781272, 0.08802554105696535, 0.0, 0.0001802956650780175, 0.0, 0.0, 0.6225803851825474, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5853163687952329, 0.0, 0.0008481919071536937, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7634340978760753, 0.6638126298883299, 0.8388173602516241, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7928237450417516, 0.9475370554338045, 0.0, 0.5937067851376387, 0.10012559176490943, 0.0, 0.00018045065071297837, 0.0, 0.0, 0.867540849880507, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8586478087130761, 0.0, 0.0008481933150415714, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9276928446131241, 0.8243513309931224, 0.946319657156672, 0.0, 0.0, 0.0, 0.0] |
71
- | 1.454 | 0.85 | 340 | 0.9785 | 0.1662 | 0.2084 | 0.7754 | [nan, 0.5904517793620436, 0.7851838703567755, 0.0, 0.5599690979791647, 0.07589788046707618, 0.0, 0.00026667644810763816, 0.0, 0.0, 0.5969824650040235, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5912707682340737, 0.0, 0.005204488103671677, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7750842169060127, 0.6650974572186726, 0.8404727907021426, 0.0, 0.0, 0.0, 0.0] | [nan, 0.803632376756614, 0.9467592091258881, 0.0, 0.6117655135031751, 0.08507609462501312, 0.0, 0.00026671002770214936, 0.0, 0.0, 0.9039065708467134, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8603187878201864, 0.0, 0.005207010624824676, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9138575071903406, 0.8096958596688248, 0.9378466464895735, 0.0, 0.0, 0.0, 0.0] |
72
- | 0.9631 | 0.9 | 360 | 0.9904 | 0.1689 | 0.2099 | 0.7733 | [nan, 0.5872482005262509, 0.7807424908460671, 0.0, 0.5728322501204841, 0.11951469067199191, 0.0, 0.02735177987508059, 0.0, 0.0, 0.6323952209026984, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5635234525792789, 0.0, 0.001345317483328501, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7685295192580829, 0.6715061288342054, 0.8493746314947017, 0.0, 0.0, 0.0, 0.0] | [nan, 0.6975395833464662, 0.9523521916150682, 0.0, 0.6952090602358388, 0.15403054542325142, 0.0, 0.0281393951532145, 0.0, 0.0, 0.8251060306612573, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.9088657120068346, 0.0, 0.0013478140348605792, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.931808815692096, 0.8122279637640759, 0.9193104816729806, 0.0, 0.0, 0.0, 0.0] |
73
- | 1.059 | 0.95 | 380 | 0.9638 | 0.1704 | 0.2113 | 0.7799 | [nan, 0.614009423472508, 0.7902848646959018, 0.0, 0.5832967044007464, 0.11972290840583415, 0.0, 0.010157793835717447, 0.0, 0.0, 0.6292327774752111, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5911174389766423, 0.0, 0.002916428328649473, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7609804909715505, 0.663356376001926, 0.8584767974338954, 0.0, 0.0, 0.0, 0.0] | [nan, 0.787892825728418, 0.9487748075947887, 0.0, 0.6450604755108009, 0.15449669615667685, 0.0, 0.010244044632782926, 0.0, 0.0, 0.8550558746108137, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8733609639272363, 0.0, 0.0029197104523642353, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9328277619430857, 0.8333549582167398, 0.9278263705636434, 0.0, 0.0, 0.0, 0.0] |
74
- | 1.4315 | 1.0 | 400 | 0.9551 | 0.1694 | 0.2105 | 0.7788 | [nan, 0.6051657004988106, 0.7853676335283304, 0.0, 0.5567440349393987, 0.11542316184927905, 0.0, 0.006731831000899351, 0.0, 0.0, 0.6300025344575666, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5852212746775804, 0.0, 0.0028346174758311564, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7839067134537283, 0.6740863405878122, 0.8461328044580382, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7978172406439608, 0.951052291511516, 0.0, 0.5984049908912742, 0.14123560423444154, 0.0, 0.006775822785563154, 0.0, 0.0, 0.8701811613611395, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.887699697595477, 0.0, 0.0028383768468123035, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.909674649221415, 0.8396484635335827, 0.9411291113488166, 0.0, 0.0, 0.0, 0.0] |
75
- | 0.6626 | 1.05 | 420 | 0.9578 | 0.1702 | 0.2127 | 0.7795 | [nan, 0.6128715696469131, 0.7868641009978795, 0.0, 0.5781745184830022, 0.12388721307903391, 0.0, 0.008987314682651095, 0.0, 0.0, 0.6301726500868542, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5886275823344971, 0.0, 0.0035284188604599877, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7809492866594789, 0.6557585106920055, 0.8471895823753876, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7842972259946517, 0.9517846069738078, 0.0, 0.6277854427840679, 0.1631007629632485, 0.0, 0.009077064325699543, 0.0, 0.0, 0.886928508127686, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8863889082483036, 0.0, 0.003532202298255311, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.8988377593754923, 0.8685480167620154, 0.9396133205306865, 0.0, 0.0, 0.0, 0.0] |
76
- | 2.0126 | 1.1 | 440 | 0.9418 | 0.1703 | 0.2110 | 0.7782 | [nan, 0.6123662815947298, 0.7846590521219141, 0.0, 0.5754257104363718, 0.12440732332497935, 0.0, 0.019856325564027603, 0.0, 0.0, 0.6384209202916772, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5856965098248735, 0.0, 0.002441887222887188, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7664824072968817, 0.6605861777936644, 0.8488802728827864, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7585553087524856, 0.9505475748870245, 0.0, 0.6294437030749837, 0.17203472105809045, 0.0, 0.020351264046893372, 0.0, 0.0, 0.8637685735739545, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8780467794619422, 0.0, 0.0024483075140632445, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9421137120282047, 0.8044664757477301, 0.9427767298968414, 0.0, 0.0, 0.0, 0.0] |
77
- | 1.8783 | 1.15 | 460 | 0.9495 | 0.1683 | 0.2119 | 0.7738 | [nan, 0.579452889983985, 0.7735800830346804, 0.0, 0.5563858883467657, 0.11334310250817885, 0.0, 0.013890676734955396, 0.0, 0.0, 0.6235274669428719, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.597696097194997, 0.0, 0.009068441723746837, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7777959643655972, 0.6573295728418683, 0.8529432685032396, 0.0, 0.0, 0.0, 0.0] | [nan, 0.6819671586720973, 0.9597436425064232, 0.0, 0.6787911326128095, 0.14907590099317, 0.0, 0.014229822741937723, 0.0, 0.0, 0.9074504806504028, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8748475576894863, 0.0, 0.009117663169321628, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9150808899840118, 0.8683947974515998, 0.9353578849175849, 0.0, 0.0, 0.0, 0.0] |
78
- | 0.934 | 1.2 | 480 | 0.9545 | 0.1693 | 0.2153 | 0.7750 | [nan, 0.5770961721606446, 0.7956148702332323, 0.0, 0.5285394376852802, 0.1226197737353924, 0.0, 0.017646904606314007, 0.0, 0.0, 0.6366525556203368, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5946555770565394, 0.0, 0.007615488905790152, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7778848388469783, 0.6672136765724618, 0.8602535369625851, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7762733160097975, 0.9163664280359228, 0.0, 0.734072030954192, 0.1627368068136894, 0.0, 0.01801928640691027, 0.0, 0.0, 0.8851072147838648, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8944989333485697, 0.0, 0.007645358921881562, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9239633610877966, 0.8474812472406132, 0.9395316694453885, 0.0, 0.0, 0.0, 0.0] |
79
- | 1.3265 | 1.25 | 500 | 0.9334 | 0.1700 | 0.2136 | 0.7799 | [nan, 0.6029990004003688, 0.7872665330491219, 0.0, 0.5684854988430341, 0.10546367234684623, 0.0, 0.01237369860548984, 0.0, 0.0, 0.6263565840842925, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.6044045640503457, 0.0, 0.008762479707288497, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7797023496745257, 0.6578657002487385, 0.8563843793874474, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7361431573289365, 0.9555499303605163, 0.0, 0.71136668186441, 0.13571709670565898, 0.0, 0.012546277660011144, 0.0, 0.0, 0.9012610905769215, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8764297974251769, 0.0, 0.008789009008111782, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9154466102371464, 0.857553866994125, 0.9390517982625196, 0.0, 0.0, 0.0, 0.0] |
80
- | 0.9109 | 1.3 | 520 | 0.9171 | 0.1710 | 0.2142 | 0.7815 | [nan, 0.609114490884014, 0.7939155235424878, 0.0, 0.5670245583735475, 0.1210872623375386, 0.0, 0.01944673815226706, 0.0, 0.0, 0.6334374224467076, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5999290813748016, 0.0, 0.009005484828828115, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.774528728620981, 0.6665220260533905, 0.8497620530036593, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7391754167127277, 0.9543859581099603, 0.0, 0.720175420844558, 0.16404651108587123, 0.0, 0.019754388817611983, 0.0, 0.0, 0.8911246251453134, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8717824914290115, 0.0, 0.009056247997782414, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.934242096019367, 0.8162470922650376, 0.9481702630396556, 0.0, 0.0, 0.0, 0.0] |
81
- | 1.0526 | 1.35 | 540 | 0.9085 | 0.1729 | 0.2144 | 0.7853 | [nan, 0.6176753668485728, 0.8060037531316985, 0.0, 0.5894905432885241, 0.12518062309956843, 0.0, 0.013625346702809595, 0.0, 0.0, 0.6527536696214747, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5853341778659279, 0.0, 0.00642687995760677, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7824005278449708, 0.6750671173443941, 0.8508048429324222, 0.0, 0.0, 0.0, 0.0] | [nan, 0.8380082843626466, 0.9372106928803218, 0.0, 0.6499197852792992, 0.16230920316014338, 0.0, 0.013744985554033072, 0.0, 0.0, 0.8730996476765353, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8983848387946766, 0.0, 0.006441953533613188, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9277902081908391, 0.8271066215983431, 0.9426298491735678, 0.0, 0.0, 0.0, 0.0] |
82
- | 1.0814 | 1.4 | 560 | 0.9162 | 0.1726 | 0.2118 | 0.7840 | [nan, 0.6263924654804913, 0.7879553133800421, 0.0, 0.5842401880314748, 0.1145034299461659, 0.0, 0.013608480587570667, 0.0, 0.0, 0.6560733127949081, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5858931668291592, 0.0, 0.00686395076890483, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7859254142315955, 0.682609222899602, 0.8532455499268125, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7741220446733202, 0.9632769358294798, 0.0, 0.639746820675756, 0.14988628611435573, 0.0, 0.013744985554033072, 0.0, 0.0, 0.8673792077467932, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8943656150004698, 0.0, 0.006883478820895101, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9242325268788204, 0.8225857662803266, 0.934633060478822, 0.0, 0.0, 0.0, 0.0] |
83
- | 1.2461 | 1.45 | 580 | 0.9083 | 0.1723 | 0.2130 | 0.7857 | [nan, 0.6271300682504661, 0.8013126300355367, 0.0, 0.5714439916884799, 0.11743182437960185, 0.0, 0.021911088080262292, 0.0, 0.0, 0.6439169282466061, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5983299802832857, 0.0, 0.008500336737108429, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.775092538413652, 0.6697604156574845, 0.8524156103195709, 0.0, 0.0, 0.0, 0.0] | [nan, 0.8256998204660134, 0.951093335740966, 0.0, 0.6134047270140085, 0.1544115340034549, 0.0, 0.02217758327004341, 0.0, 0.0, 0.8789972361074695, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8668771296664299, 0.0, 0.00852674962694433, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9392456669162339, 0.8265703540118883, 0.941174726480268, 0.0, 0.0, 0.0, 0.0] |
84
- | 0.7315 | 1.5 | 600 | 0.9039 | 0.1739 | 0.2160 | 0.7857 | [nan, 0.6246977500355176, 0.805511485264231, 0.0, 0.5885483445539471, 0.12756951106775138, 0.0, 0.04092003723850338, 0.0, 0.0, 0.6388891250375335, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5971395619510256, 0.0, 0.009163882472298506, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.775743870267954, 0.6776165344867635, 0.853198399561234, 0.0, 0.0, 0.0, 0.0] | [nan, 0.8234332365578982, 0.9396642072440019, 0.0, 0.6622867008635731, 0.18333170479391206, 0.0, 0.042185792783163756, 0.0, 0.0, 0.8828230798653107, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8743741415146011, 0.0, 0.009205636252877798, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.937444980138909, 0.8319370153498293, 0.9423538776282868, 0.0, 0.0, 0.0, 0.0] |
85
- | 1.0322 | 1.55 | 620 | 0.9061 | 0.1743 | 0.2164 | 0.7862 | [nan, 0.6228804454403054, 0.806610088736962, 0.0, 0.5921490585131544, 0.13105305700151962, 0.0, 0.0398177497941422, 0.0, 0.0, 0.6404555308988774, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5939374200806022, 0.0, 0.01095767359144522, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7788575780072353, 0.6819177823225119, 0.8534030979606115, 0.0, 0.0, 0.0, 0.0] | [nan, 0.836558420961919, 0.9355746289056063, 0.0, 0.6522208743979928, 0.18167955902140617, 0.0, 0.04108821657250844, 0.0, 0.0, 0.8829898907881839, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8843357638293717, 0.0, 0.01101489400903301, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9336084236486151, 0.8434058792817822, 0.939211907373914, 0.0, 0.0, 0.0, 0.0] |
86
- | 1.1067 | 1.6 | 640 | 0.9044 | 0.1742 | 0.2159 | 0.7869 | [nan, 0.6226977708777458, 0.80176446292065, 0.0, 0.5938064399950798, 0.1304362316570404, 0.0, 0.020390472030017707, 0.0, 0.0, 0.6467941212750606, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.595902358460393, 0.0, 0.012749348663811465, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7884403015966062, 0.6832461463396486, 0.8514394968677188, 0.0, 0.0, 0.0, 0.0] | [nan, 0.8263497221197649, 0.9462937642405059, 0.0, 0.6647104036290465, 0.17542058898145169, 0.0, 0.02073298657724775, 0.0, 0.0, 0.882061388299177, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8832183593387829, 0.0, 0.012817512287183981, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9185076294207379, 0.8458197476663947, 0.9476269868240693, 0.0, 0.0, 0.0, 0.0] |
87
- | 1.4133 | 1.65 | 660 | 0.9126 | 0.1744 | 0.2166 | 0.7853 | [nan, 0.6250312508268641, 0.7981524817377241, 0.0, 0.5938499540041529, 0.12920864179177213, 0.0, 0.04747362103274154, 0.0, 0.0, 0.6431610449542066, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5969521782160263, 0.0, 0.013952047151821018, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7802628715962738, 0.6749042841779275, 0.8520323110439655, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7772250291010493, 0.9513450847596573, 0.0, 0.6841988309245108, 0.1877691011986349, 0.0, 0.04972109468106835, 0.0, 0.0, 0.8837092922611949, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8749605748134642, 0.0, 0.014050795326471433, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9299229020711202, 0.8495412941540633, 0.9451569274559757, 0.0, 0.0, 0.0, 0.0] |
88
- | 0.9307 | 1.7 | 680 | 0.9061 | 0.1744 | 0.2169 | 0.7862 | [nan, 0.6262943740244356, 0.8019686714286822, 0.0, 0.5977821647359778, 0.13197772635730778, 0.0, 0.039610028389472876, 0.0, 0.0, 0.6413356216843563, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5997574535444484, 0.0, 0.011704599002984433, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7804928301997132, 0.6714897525889336, 0.8516513444765205, 0.0, 0.0, 0.0, 0.0] | [nan, 0.8076514042534348, 0.9454810220290084, 0.0, 0.6661476419094239, 0.19245301962584233, 0.0, 0.04094742540546865, 0.0, 0.0, 0.8872517923951135, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8717188669740313, 0.0, 0.011750216198002513, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9286977661936398, 0.8578350642834717, 0.9464300457747844, 0.0, 0.0, 0.0, 0.0] |
89
- | 1.1249 | 1.75 | 700 | 0.9019 | 0.1745 | 0.2181 | 0.7856 | [nan, 0.6240090289659141, 0.8056442169269211, 0.0, 0.5941853586453126, 0.13367341226102122, 0.0, 0.052671931450009604, 0.0, 0.0, 0.6367191582615032, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5995375009790777, 0.0, 0.012486379395740465, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7769535984703839, 0.6711674450002213, 0.8520411815673647, 0.0, 0.0, 0.0, 0.0] | [nan, 0.8081681583244683, 0.9377239950049007, 0.0, 0.6867284814041921, 0.19906070627214775, 0.0, 0.054900623248785925, 0.0, 0.0, 0.8902788232828578, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8714823681775591, 0.0, 0.01255359303651547, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9328752300585368, 0.8594363389264286, 0.9446770562731069, 0.0, 0.0, 0.0, 0.0] |
90
- | 0.831 | 1.8 | 720 | 0.9055 | 0.1743 | 0.2165 | 0.7858 | [nan, 0.625276411190865, 0.8004286808717632, 0.0, 0.597683524384672, 0.13153665479477974, 0.0, 0.025902311559349234, 0.0, 0.0, 0.6423322578877473, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5868779937271343, 0.0, 0.011459817105615394, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7933285016629907, 0.6856517905710555, 0.8507121660381138, 0.0, 0.0, 0.0, 0.0] | [nan, 0.804465548524222, 0.9488141901145444, 0.0, 0.6779125998815132, 0.18570100554091862, 0.0, 0.026467747916389877, 0.0, 0.0, 0.8922847833666485, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.903422891032447, 0.0, 0.011511194989849899, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9025042667362866, 0.8450868633925855, 0.9453056327845073, 0.0, 0.0, 0.0, 0.0] |
91
- | 0.9956 | 1.85 | 740 | 0.9042 | 0.1741 | 0.2166 | 0.7862 | [nan, 0.6259510713998964, 0.8007165416647223, 0.0, 0.5970921470187982, 0.13165502454353037, 0.0, 0.02872656835065571, 0.0, 0.0, 0.6377681460872165, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5979270461398768, 0.0, 0.01257800279768381, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.788564779865148, 0.6723728501783875, 0.8524777952196753, 0.0, 0.0, 0.0, 0.0] | [nan, 0.8102883721416512, 0.9475971539344162, 0.0, 0.6608978731492383, 0.18869154178458636, 0.0, 0.029437251756419383, 0.0, 0.0, 0.8978821121364109, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.883695542751134, 0.0, 0.012626627294562102, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9147705941497706, 0.8595045348044749, 0.9440493920643356, 0.0, 0.0, 0.0, 0.0] |
92
- | 0.815 | 1.9 | 760 | 0.9016 | 0.1743 | 0.2165 | 0.7856 | [nan, 0.6263694837582586, 0.7976848473611663, 0.0, 0.5967696433596448, 0.13118220564897062, 0.0, 0.03358420896328553, 0.0, 0.0, 0.6450244815986993, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5928672612353166, 0.0, 0.012219137583520865, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7906507720386079, 0.6731488453706135, 0.8510591570994256, 0.0, 0.0, 0.0, 0.0] | [nan, 0.7947490037378185, 0.951800393215904, 0.0, 0.6664789765212723, 0.18858576142584751, 0.0, 0.03464652493689185, 0.0, 0.0, 0.8899607078045897, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8926594750103443, 0.0, 0.01226643561283212, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.907665210618186, 0.8570601111238548, 0.9474773691929087, 0.0, 0.0, 0.0, 0.0] |
93
- | 0.7185 | 1.95 | 780 | 0.9061 | 0.1747 | 0.2165 | 0.7866 | [nan, 0.6252872599011011, 0.8029079706052235, 0.0, 0.5966967865693599, 0.13382415709030465, 0.0, 0.032992356982938315, 0.0, 0.0, 0.6464554536416958, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5947093261323654, 0.0, 0.013058724618817711, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7875236860189285, 0.678099573325427, 0.8537375562056981, 0.0, 0.0, 0.0, 0.0] | [nan, 0.8205750222822326, 0.9445998727684277, 0.0, 0.6566595677730068, 0.19168835313428098, 0.0, 0.03389696069546871, 0.0, 0.0, 0.8854986330902123, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.889406674749484, 0.0, 0.01312292827537899, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9212201894840863, 0.8548056616749351, 0.9321725802883333, 0.0, 0.0, 0.0, 0.0] |
94
- | 0.8602 | 2.0 | 800 | 0.9020 | 0.1740 | 0.2162 | 0.7862 | [nan, 0.6265422173650987, 0.800078324436682, 0.0, 0.5927307951236999, 0.1308986673892844, 0.0, 0.030998787616701544, 0.0, 0.0, 0.6392866708419507, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5990947290679078, 0.0, 0.012305193946129014, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.7862025738093955, 0.6714678894959321, 0.8533180689098588, 0.0, 0.0, 0.0, 0.0] | [nan, 0.8127088598953792, 0.9480679716811434, 0.0, 0.6456322757211884, 0.18577003170721432, 0.0, 0.031840616467014214, 0.0, 0.0, 0.8950063858040616, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8797600353450591, 0.0, 0.01235108895738617, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.9205025039430901, 0.8600824284463606, 0.9414584525978957, 0.0, 0.0, 0.0, 0.0] |
95
-
96
-
97
  ### Framework versions
98
 
99
  - Transformers 4.21.3
 
15
  # segformer-b0-finetuned-segments-sidewalk-2
16
 
17
  This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset.
 
 
 
 
 
 
 
18
 
19
  ## Model description
20
 
 
34
 
35
  The following hyperparameters were used during training:
36
  - learning_rate: 6e-05
37
+ - train_batch_size: 8
38
+ - eval_batch_size: 8
39
  - seed: 42
40
  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
41
  - lr_scheduler_type: linear
42
  - num_epochs: 2
43
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
44
  ### Framework versions
45
 
46
  - Transformers 4.21.3