segformer-b0-finetuned-segments-sidewalk-2

This model is a fine-tuned version of nvidia/mit-b0 on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set:

Loss: 0.6351
Mean Iou: 0.2834
Mean Accuracy: 0.3374
Overall Accuracy: 0.8443
Accuracy Unlabeled: nan
Accuracy Flat-road: 0.9045
Accuracy Flat-sidewalk: 0.9530
Accuracy Flat-crosswalk: 0.6075
Accuracy Flat-cyclinglane: 0.7798
Accuracy Flat-parkingdriveway: 0.3400
Accuracy Flat-railtrack: 0.0
Accuracy Flat-curb: 0.5121
Accuracy Human-person: 0.6170
Accuracy Human-rider: 0.0
Accuracy Vehicle-car: 0.9458
Accuracy Vehicle-truck: 0.0
Accuracy Vehicle-bus: 0.0
Accuracy Vehicle-tramtrain: 0.0
Accuracy Vehicle-motorcycle: 0.0
Accuracy Vehicle-bicycle: 0.6956
Accuracy Vehicle-caravan: 0.0
Accuracy Vehicle-cartrailer: 0.0
Accuracy Construction-building: 0.9045
Accuracy Construction-door: 0.0
Accuracy Construction-wall: 0.4037
Accuracy Construction-fenceguardrail: 0.3503
Accuracy Construction-bridge: 0.0
Accuracy Construction-tunnel: 0.0
Accuracy Construction-stairs: 0.0
Accuracy Object-pole: 0.3679
Accuracy Object-trafficsign: 0.0
Accuracy Object-trafficlight: 0.0
Accuracy Nature-vegetation: 0.9274
Accuracy Nature-terrain: 0.8889
Accuracy Sky: 0.9722
Accuracy Void-ground: 0.0
Accuracy Void-dynamic: 0.0119
Accuracy Void-static: 0.2879
Accuracy Void-unclear: 0.0
Iou Unlabeled: nan
Iou Flat-road: 0.7249
Iou Flat-sidewalk: 0.8500
Iou Flat-crosswalk: 0.5367
Iou Flat-cyclinglane: 0.7300
Iou Flat-parkingdriveway: 0.2828
Iou Flat-railtrack: 0.0
Iou Flat-curb: 0.4008
Iou Human-person: 0.4039
Iou Human-rider: 0.0
Iou Vehicle-car: 0.8291
Iou Vehicle-truck: 0.0
Iou Vehicle-bus: 0.0
Iou Vehicle-tramtrain: 0.0
Iou Vehicle-motorcycle: 0.0
Iou Vehicle-bicycle: 0.5268
Iou Vehicle-caravan: 0.0
Iou Vehicle-cartrailer: 0.0
Iou Construction-building: 0.7142
Iou Construction-door: 0.0
Iou Construction-wall: 0.3242
Iou Construction-fenceguardrail: 0.2450
Iou Construction-bridge: 0.0
Iou Construction-tunnel: 0.0
Iou Construction-stairs: 0.0
Iou Object-pole: 0.3031
Iou Object-trafficsign: 0.0
Iou Object-trafficlight: 0.0
Iou Nature-vegetation: 0.8429
Iou Nature-terrain: 0.7587
Iou Sky: 0.9308
Iou Void-ground: 0.0
Iou Void-dynamic: 0.0117
Iou Void-static: 0.2194
Iou Void-unclear: 0.0

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 6e-05
train_batch_size: 16
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Unlabeled	Accuracy Flat-road	Accuracy Flat-sidewalk	Accuracy Flat-crosswalk	Accuracy Flat-cyclinglane	Accuracy Flat-parkingdriveway	Accuracy Flat-curb	Accuracy Human-person	Accuracy Vehicle-car	Accuracy Vehicle-truck	Accuracy Vehicle-bicycle	Accuracy Construction-building	Accuracy Construction-wall	Accuracy Construction-fenceguardrail	Accuracy Object-pole	Accuracy Nature-vegetation	Accuracy Nature-terrain	Accuracy Sky	Accuracy Void-dynamic	Accuracy Void-static	Iou Unlabeled	Iou Flat-road	Iou Flat-sidewalk	Iou Flat-crosswalk	Iou Flat-cyclinglane	Iou Flat-parkingdriveway	Iou Flat-curb	Iou Human-person	Iou Vehicle-car	Iou Vehicle-truck	Iou Vehicle-bicycle	Iou Construction-building	Iou Construction-wall	Iou Construction-fenceguardrail	Iou Object-pole	Iou Nature-vegetation	Iou Nature-terrain	Iou Sky	Iou Void-dynamic	Iou Void-static
2.6363	0.4	20	3.0746	0.0958	0.1387	0.6097	nan	0.4923	0.9140	0.0023	0.0115	0.0163	0.0012	0.0	0.7446	0.0010	0.0	0.9002	0.0074	0.0	0.0	0.8330	0.0676	0.7219	0.0	0.0033	nan	0.3615	0.6272	0.0023	0.0115	0.0138	0.0012	0.0	0.4781	0.0004	0.0	0.3994	0.0072	0.0	0.0	0.6074	0.0646	0.6789	0.0	0.0033
2.1728	0.8	40	2.1331	0.1057	0.1504	0.6493	nan	0.7183	0.9087	0.0	0.0011	0.0031	0.0002	0.0	0.7912	0.0	0.0	0.8617	0.0025	0.0	0.0	0.9374	0.0054	0.8823	0.0	0.0004	nan	0.4086	0.6905	0.0	0.0011	0.0030	0.0002	0.0	0.5711	0.0	0.0	0.4771	0.0025	0.0	0.0	0.6142	0.0053	0.8190	0.0	0.0004
1.8992	1.2	60	1.7800	0.1102	0.1549	0.6621	nan	0.6924	0.9401	0.0	0.0144	0.0013	0.0000	0.0	0.8627	0.0	0.0	0.8730	0.0008	0.0	0.0	0.9193	0.0615	0.9003	0.0	0.0	nan	0.4255	0.6860	0.0	0.0144	0.0013	0.0000	0.0	0.5819	0.0	0.0	0.4994	0.0008	0.0	0.0	0.6468	0.0608	0.8313	0.0	0.0
1.8919	1.6	80	1.6335	0.1201	0.1629	0.6809	nan	0.7313	0.9424	0.0	0.0501	0.0008	0.0000	0.0	0.8569	0.0	0.0	0.8876	0.0002	0.0	0.0	0.9397	0.2331	0.8972	0.0	0.0	nan	0.4467	0.7033	0.0	0.0501	0.0008	0.0000	0.0	0.6179	0.0	0.0	0.5237	0.0002	0.0	0.0	0.6657	0.2237	0.8501	0.0	0.0
1.63	2.0	100	1.4813	0.1342	0.1756	0.7089	nan	0.8218	0.9389	0.0	0.2047	0.0006	0.0	0.0	0.8384	0.0	0.0	0.8802	0.0001	0.0	0.0	0.9479	0.4267	0.9098	0.0	0.0	nan	0.4844	0.7364	0.0	0.2025	0.0006	0.0	0.0	0.6453	0.0	0.0	0.5371	0.0001	0.0	0.0	0.6948	0.4056	0.8548	0.0	0.0
1.3523	2.4	120	1.3727	0.1467	0.1884	0.7335	nan	0.8524	0.9382	0.0	0.4096	0.0009	0.0	0.0	0.8653	0.0	0.0	0.8659	0.0002	0.0	0.0	0.9450	0.5996	0.9273	0.0	0.0	nan	0.5341	0.7489	0.0	0.4011	0.0009	0.0	0.0	0.6377	0.0	0.0	0.5535	0.0002	0.0	0.0	0.7173	0.5393	0.8549	0.0	0.0
1.2951	2.8	140	1.2957	0.1511	0.1932	0.7407	nan	0.8465	0.9414	0.0	0.4159	0.0029	0.0	0.0	0.8951	0.0	0.0	0.8775	0.0001	0.0	0.0	0.9327	0.7282	0.9275	0.0	0.0	nan	0.5327	0.7570	0.0	0.4072	0.0029	0.0	0.0	0.6595	0.0	0.0	0.5523	0.0001	0.0	0.0	0.7399	0.6208	0.8658	0.0	0.0
1.3024	3.2	160	1.2389	0.1536	0.1941	0.7464	nan	0.8844	0.9356	0.0	0.5074	0.0044	0.0	0.0	0.8589	0.0	0.0	0.8984	0.0000	0.0	0.0	0.9380	0.6688	0.9035	0.0	0.0	nan	0.5543	0.7672	0.0	0.4812	0.0043	0.0	0.0	0.6749	0.0	0.0	0.5517	0.0000	0.0	0.0	0.7351	0.5888	0.8655	0.0	0.0
1.3291	3.6	180	1.1719	0.1582	0.1970	0.7516	nan	0.7975	0.9658	0.0001	0.5346	0.0113	0.0	0.0	0.8905	0.0	0.0	0.9044	0.0003	0.0	0.0	0.9127	0.7531	0.9290	0.0	0.0	nan	0.5791	0.7373	0.0001	0.5120	0.0111	0.0	0.0	0.6910	0.0	0.0	0.5522	0.0003	0.0	0.0	0.7708	0.6519	0.8725	0.0	0.0
1.171	4.0	200	1.1129	0.1583	0.1982	0.7564	nan	0.8861	0.9498	0.0	0.5324	0.0266	0.0	0.0	0.8824	0.0	0.0	0.8648	0.0001	0.0	0.0	0.9478	0.7150	0.9343	0.0	0.0	nan	0.5772	0.7708	0.0	0.5090	0.0259	0.0	0.0	0.6945	0.0	0.0	0.5713	0.0001	0.0	0.0	0.7383	0.6220	0.8744	0.0	0.0
1.2553	4.4	220	1.0982	0.1597	0.2022	0.7524	nan	0.9524	0.8937	0.0	0.5760	0.0539	0.0000	0.0	0.8626	0.0	0.0	0.9018	0.0006	0.0	0.0	0.9364	0.7568	0.9400	0.0	0.0	nan	0.5187	0.7967	0.0	0.5249	0.0509	0.0000	0.0	0.6982	0.0	0.0	0.5609	0.0006	0.0	0.0	0.7580	0.6483	0.8736	0.0	0.0
0.9428	4.8	240	1.0357	0.1662	0.2074	0.7694	nan	0.9300	0.9359	0.0074	0.6225	0.0780	0.0007	0.0	0.8966	0.0	0.0	0.9012	0.0023	0.0	0.0	0.9207	0.8155	0.9398	0.0	0.0	nan	0.5795	0.7982	0.0074	0.5725	0.0727	0.0007	0.0	0.7107	0.0	0.0	0.5673	0.0023	0.0	0.0	0.7794	0.6826	0.8785	0.0	0.0
0.9843	5.2	260	0.9881	0.1689	0.2087	0.7706	nan	0.8682	0.9574	0.0704	0.6251	0.0810	0.0020	0.0	0.9139	0.0	0.0	0.8783	0.0051	0.0	0.0	0.9202	0.8331	0.9406	0.0	0.0	nan	0.6115	0.7686	0.0704	0.5919	0.0731	0.0020	0.0	0.7004	0.0	0.0	0.5797	0.0050	0.0	0.0	0.7766	0.6863	0.8784	0.0	0.0
0.9274	5.6	280	0.9701	0.1738	0.2166	0.7794	nan	0.9171	0.9276	0.1062	0.7376	0.1365	0.0097	0.0	0.9144	0.0	0.0	0.8870	0.0102	0.0	0.0	0.9297	0.8383	0.9493	0.0	0.0	nan	0.6165	0.8027	0.1059	0.6193	0.1201	0.0096	0.0	0.6958	0.0	0.0	0.5848	0.0101	0.0	0.0	0.7777	0.6882	0.8794	0.0	0.0
0.8762	6.0	300	0.9369	0.1850	0.2257	0.7864	nan	0.9056	0.9452	0.4152	0.6530	0.1945	0.0313	0.0	0.9224	0.0	0.0	0.8770	0.0269	0.0	0.0	0.9266	0.8372	0.9387	0.0	0.0	nan	0.6408	0.8042	0.3904	0.6126	0.1521	0.0310	0.0	0.6888	0.0	0.0	0.5874	0.0257	0.0	0.0	0.7821	0.6954	0.8809	0.0	0.0
0.8044	6.4	320	0.9197	0.1903	0.2308	0.7896	nan	0.9174	0.9437	0.5151	0.6212	0.2095	0.0733	0.0	0.9091	0.0	0.0	0.8953	0.0558	0.0	0.0	0.9174	0.8372	0.9511	0.0	0.0	nan	0.6400	0.8072	0.4651	0.5881	0.1706	0.0714	0.0	0.7168	0.0	0.0	0.5855	0.0512	0.0	0.0	0.7905	0.7010	0.8817	0.0	0.0
0.7438	6.8	340	0.8776	0.1934	0.2344	0.7940	nan	0.9134	0.9414	0.5616	0.6671	0.2014	0.0966	0.0	0.9162	0.0	0.0	0.9011	0.0716	0.0	0.0	0.9231	0.8347	0.9422	0.0	0.0	nan	0.6545	0.8114	0.4818	0.6313	0.1657	0.0933	0.0	0.7053	0.0	0.0	0.5874	0.0639	0.0	0.0	0.7945	0.6990	0.8886	0.0	0.0
0.9671	7.2	360	0.8704	0.1975	0.2399	0.7955	nan	0.8871	0.9408	0.5863	0.6940	0.2363	0.1439	0.0	0.9029	0.0	0.0	0.8684	0.1670	0.0	0.0	0.9291	0.8532	0.9471	0.0	0.0	nan	0.6532	0.8126	0.4632	0.6345	0.1855	0.1361	0.0	0.7283	0.0	0.0	0.5977	0.1406	0.0	0.0	0.7862	0.6935	0.8840	0.0	0.0
0.8191	7.6	380	0.8422	0.2048	0.2442	0.8033	nan	0.9159	0.9441	0.5265	0.7238	0.2684	0.1784	0.0003	0.8799	0.0	0.0	0.8603	0.2762	0.0	0.0000	0.9402	0.8318	0.9551	0.0	0.0005	nan	0.6939	0.8112	0.4965	0.6614	0.2087	0.1667	0.0003	0.7490	0.0	0.0	0.6063	0.2037	0.0	0.0000	0.7830	0.7000	0.8823	0.0	0.0005
0.8005	8.0	400	0.8414	0.1996	0.2372	0.7972	nan	0.9003	0.9492	0.5198	0.6659	0.1888	0.2424	0.0000	0.9048	0.0	0.0	0.9291	0.1105	0.0	0.0001	0.9216	0.7883	0.9434	0.0	0.0001	nan	0.6719	0.8049	0.4991	0.6372	0.1537	0.2152	0.0000	0.7254	0.0	0.0	0.5841	0.0940	0.0	0.0001	0.8047	0.7032	0.8927	0.0	0.0001
0.9294	8.4	420	0.8182	0.2036	0.2430	0.8029	nan	0.9269	0.9482	0.5270	0.6550	0.2482	0.2108	0.0002	0.9167	0.0	0.0	0.8894	0.2316	0.0	0.0004	0.9295	0.8273	0.9512	0.0	0.0007	nan	0.6841	0.8133	0.4924	0.6336	0.1979	0.1916	0.0002	0.7197	0.0	0.0	0.6065	0.1800	0.0	0.0004	0.8014	0.7111	0.8901	0.0	0.0007
0.7301	8.8	440	0.8036	0.2086	0.2527	0.8061	nan	0.9223	0.9419	0.5814	0.6931	0.2747	0.2847	0.0053	0.9361	0.0	0.0	0.8273	0.3837	0.0	0.0001	0.9300	0.8531	0.9561	0.0	0.0008	nan	0.6964	0.8218	0.5116	0.6603	0.2195	0.2440	0.0053	0.6847	0.0	0.0	0.6037	0.2526	0.0	0.0001	0.7979	0.7074	0.8852	0.0	0.0008
0.6754	9.2	460	0.7868	0.2083	0.2482	0.8070	nan	0.9098	0.9432	0.5608	0.7545	0.2089	0.2884	0.0073	0.9000	0.0	0.0	0.8991	0.2473	0.0	0.0001	0.9193	0.8499	0.9478	0.0	0.0023	nan	0.6748	0.8194	0.5305	0.6745	0.1787	0.2438	0.0073	0.7486	0.0	0.0	0.6100	0.1831	0.0	0.0001	0.8067	0.7069	0.8942	0.0	0.0023
0.7499	9.6	480	0.7756	0.2112	0.2511	0.8109	nan	0.9109	0.9429	0.5288	0.7550	0.2927	0.2838	0.0126	0.9117	0.0	0.0	0.9054	0.2797	0.0	0.0005	0.9263	0.8295	0.9522	0.0	0.0039	nan	0.7098	0.8209	0.4936	0.7004	0.2259	0.2461	0.0126	0.7399	0.0	0.0	0.6058	0.1980	0.0	0.0005	0.8077	0.7226	0.8942	0.0	0.0039
0.5878	10.0	500	0.7564	0.2131	0.2568	0.8123	nan	0.9099	0.9388	0.5922	0.7452	0.3135	0.2995	0.0235	0.9165	0.0	0.0	0.8776	0.3744	0.0000	0.0008	0.9301	0.8555	0.9495	0.0	0.0047	nan	0.6945	0.8339	0.4657	0.6925	0.2436	0.2602	0.0235	0.7350	0.0	0.0	0.6171	0.2630	0.0000	0.0008	0.7991	0.7150	0.8956	0.0	0.0046
0.874	10.4	520	0.7601	0.2169	0.2584	0.8133	nan	0.9144	0.9378	0.5474	0.7449	0.3350	0.3237	0.0738	0.9292	0.0	0.0	0.8918	0.3508	0.0002	0.0019	0.9232	0.8450	0.9579	0.0	0.0086	nan	0.7030	0.8214	0.5211	0.6962	0.2497	0.2740	0.0735	0.7398	0.0	0.0	0.6252	0.2396	0.0002	0.0019	0.8120	0.7134	0.8942	0.0	0.0084
0.5957	10.8	540	0.7557	0.2115	0.2534	0.8114	nan	0.8494	0.9518	0.6034	0.7916	0.2467	0.3290	0.0558	0.9140	0.0	0.0	0.9268	0.2114	0.0	0.0043	0.9189	0.8608	0.9472	0.0	0.0041	nan	0.7069	0.8234	0.4749	0.6717	0.2108	0.2916	0.0557	0.7444	0.0	0.0	0.6064	0.1714	0.0	0.0043	0.8108	0.7131	0.9005	0.0	0.0040
0.5981	11.2	560	0.7396	0.2223	0.2641	0.8176	nan	0.8798	0.9418	0.5376	0.8258	0.2915	0.3517	0.1215	0.9240	0.0	0.0	0.8754	0.4492	0.0029	0.0095	0.9420	0.8361	0.9583	0.0	0.0309	nan	0.7188	0.8224	0.5170	0.7030	0.2402	0.2981	0.1202	0.7507	0.0	0.0	0.6314	0.3022	0.0028	0.0095	0.8028	0.7141	0.8963	0.0	0.0295
0.5177	11.6	580	0.7403	0.2227	0.2665	0.8144	nan	0.9070	0.9314	0.6047	0.7349	0.3815	0.3395	0.1778	0.9082	0.0	0.0	0.8715	0.4334	0.0040	0.0100	0.9464	0.8180	0.9571	0.0	0.0353	nan	0.6983	0.8321	0.4714	0.6965	0.2653	0.2899	0.1731	0.7622	0.0	0.0	0.6327	0.2963	0.0038	0.0100	0.7972	0.7113	0.8992	0.0	0.0334
0.5689	12.0	600	0.7382	0.2237	0.2642	0.8176	nan	0.9339	0.9440	0.5055	0.7365	0.3006	0.3610	0.1763	0.9328	0.0	0.0000	0.8772	0.4224	0.0153	0.0108	0.9320	0.8401	0.9553	0.0	0.0391	nan	0.7077	0.8244	0.4863	0.7017	0.2403	0.3038	0.1720	0.7422	0.0	0.0000	0.6333	0.2928	0.0142	0.0108	0.8130	0.7274	0.8999	0.0	0.0366
0.6379	12.4	620	0.7284	0.2260	0.2674	0.8171	nan	0.8613	0.9554	0.5848	0.7909	0.2547	0.3498	0.2235	0.9240	0.0	0.0011	0.8959	0.4200	0.0197	0.0173	0.9153	0.8660	0.9535	0.0	0.0598	nan	0.7209	0.8117	0.5001	0.7144	0.2080	0.3020	0.2141	0.7682	0.0	0.0011	0.6390	0.2812	0.0188	0.0172	0.8154	0.7159	0.9029	0.0	0.0546
0.5772	12.8	640	0.7187	0.2317	0.2755	0.8213	nan	0.9200	0.9479	0.5902	0.7480	0.2776	0.3621	0.3136	0.9321	0.0	0.0023	0.8618	0.4991	0.0422	0.0430	0.9282	0.8676	0.9574	0.0	0.0742	nan	0.7049	0.8337	0.4961	0.7056	0.2336	0.3085	0.2828	0.7610	0.0	0.0023	0.6438	0.3241	0.0375	0.0427	0.8137	0.7203	0.9018	0.0	0.0667
0.6958	13.2	660	0.6981	0.2346	0.2795	0.8243	nan	0.9034	0.9373	0.6079	0.8121	0.3564	0.3662	0.3246	0.9333	0.0	0.0022	0.8780	0.4743	0.0491	0.0335	0.9305	0.8584	0.9573	0.0	0.0779	nan	0.7277	0.8370	0.4877	0.7263	0.2627	0.3095	0.2965	0.7655	0.0	0.0022	0.6538	0.3213	0.0434	0.0333	0.8126	0.7263	0.9021	0.0	0.0692
0.6015	13.6	680	0.7058	0.2382	0.2808	0.8256	nan	0.9422	0.9404	0.5065	0.7814	0.3153	0.3763	0.3868	0.9294	0.0	0.0052	0.9027	0.4368	0.1332	0.0725	0.9198	0.8596	0.9627	0.0	0.0749	nan	0.7195	0.8358	0.4934	0.7243	0.2502	0.3068	0.3232	0.7693	0.0	0.0052	0.6496	0.3222	0.1099	0.0713	0.8216	0.7279	0.9005	0.0	0.0679
0.5698	14.0	700	0.6973	0.2374	0.2806	0.8240	nan	0.9140	0.9468	0.5788	0.7557	0.3021	0.3873	0.3988	0.9359	0.0	0.0113	0.9088	0.3731	0.1032	0.0816	0.9156	0.8763	0.9563	0.0	0.0937	nan	0.7136	0.8338	0.4892	0.7176	0.2411	0.3250	0.3327	0.7658	0.0	0.0113	0.6525	0.3009	0.0915	0.0804	0.8157	0.7135	0.9056	0.0	0.0825
0.6438	14.4	720	0.6984	0.2417	0.2849	0.8258	nan	0.9185	0.9511	0.5585	0.7586	0.3002	0.3864	0.4324	0.9399	0.0	0.0168	0.8707	0.4506	0.1372	0.0670	0.9270	0.8638	0.9586	0.0	0.1479	nan	0.7374	0.8238	0.5275	0.7116	0.2414	0.3184	0.3475	0.7622	0.0	0.0167	0.6636	0.3196	0.1092	0.0661	0.8193	0.7246	0.9037	0.0	0.1249
0.4882	14.8	740	0.6937	0.2419	0.2838	0.8280	nan	0.9320	0.9493	0.5035	0.7776	0.2815	0.4022	0.4547	0.9293	0.0	0.0157	0.9167	0.3765	0.1535	0.0903	0.9199	0.8638	0.9618	0.0	0.1214	nan	0.7364	0.8293	0.4922	0.7276	0.2350	0.3321	0.3528	0.7749	0.0	0.0157	0.6534	0.2906	0.1250	0.0889	0.8270	0.7322	0.9064	0.0	0.1054
0.4693	15.2	760	0.6931	0.2437	0.2883	0.8248	nan	0.9276	0.9436	0.5805	0.7401	0.3161	0.4023	0.4731	0.9225	0.0	0.0212	0.8888	0.4353	0.1921	0.0994	0.9260	0.8468	0.9584	0.0	0.1281	nan	0.7061	0.8324	0.5132	0.7048	0.2545	0.3326	0.3620	0.7827	0.0	0.0212	0.6548	0.3164	0.1357	0.0970	0.8211	0.7338	0.9070	0.0	0.1113
0.5884	15.6	780	0.6870	0.2460	0.2919	0.8280	nan	0.8965	0.9478	0.5938	0.7779	0.3113	0.4136	0.5281	0.9223	0.0	0.0379	0.9103	0.3960	0.1587	0.1163	0.9203	0.8756	0.9641	0.0	0.1551	nan	0.7291	0.8308	0.5095	0.7130	0.2456	0.3393	0.3730	0.7832	0.0	0.0378	0.6676	0.3097	0.1280	0.1127	0.8267	0.7249	0.9050	0.0	0.1296
0.4822	16.0	800	0.6822	0.2490	0.2929	0.8277	nan	0.8592	0.9535	0.5867	0.8150	0.2845	0.4140	0.5151	0.9363	0.0	0.0563	0.8924	0.3955	0.2003	0.1470	0.9358	0.8603	0.9569	0.0	0.1481	nan	0.7180	0.8218	0.5548	0.7288	0.2424	0.3294	0.3797	0.7752	0.0	0.0562	0.6685	0.3157	0.1505	0.1400	0.8201	0.7296	0.9095	0.0	0.1267
0.4741	16.4	820	0.6827	0.2488	0.2926	0.8283	nan	0.8902	0.9524	0.5983	0.7742	0.3112	0.4137	0.4934	0.9314	0.0	0.0730	0.8856	0.4433	0.1811	0.1122	0.9397	0.8325	0.9600	0.0	0.1564	nan	0.7279	0.8282	0.5455	0.7332	0.2494	0.3343	0.3734	0.7841	0.0	0.0729	0.6686	0.3175	0.1309	0.1090	0.8181	0.7275	0.9094	0.0	0.1289
0.5164	16.8	840	0.6803	0.2488	0.2928	0.8309	nan	0.9067	0.9498	0.5655	0.8037	0.3081	0.4061	0.5493	0.9276	0.0	0.0686	0.9156	0.3162	0.1933	0.1543	0.9273	0.8698	0.9604	0.0	0.1324	nan	0.7404	0.8309	0.5307	0.7191	0.2548	0.3371	0.3740	0.7897	0.0	0.0685	0.6642	0.2698	0.1508	0.1469	0.8258	0.7322	0.9105	0.0	0.1132
0.4384	17.2	860	0.6711	0.2512	0.2978	0.8313	nan	0.9294	0.9412	0.5986	0.7805	0.3288	0.4120	0.5585	0.9350	0.0	0.0621	0.8890	0.4228	0.1557	0.1642	0.9272	0.8743	0.9600	0.0	0.1852	nan	0.7282	0.8363	0.5214	0.7324	0.2651	0.3417	0.3806	0.7894	0.0	0.0620	0.6730	0.3112	0.1257	0.1559	0.8215	0.7310	0.9109	0.0	0.1533
0.4316	17.6	880	0.6659	0.2556	0.3047	0.8338	nan	0.9368	0.9390	0.5718	0.8247	0.3282	0.4395	0.5804	0.9423	0.0	0.0993	0.8502	0.4347	0.2537	0.2004	0.9375	0.8574	0.9656	0.0	0.1969	nan	0.7368	0.8437	0.5323	0.7437	0.2656	0.3588	0.3788	0.7690	0.0	0.0989	0.6726	0.3185	0.1661	0.1845	0.8227	0.7293	0.9084	0.0	0.1607
0.4505	18.0	900	0.6758	0.2542	0.2989	0.8298	nan	0.9136	0.9505	0.5574	0.7432	0.2982	0.4386	0.5360	0.9437	0.0	0.1767	0.9093	0.4136	0.2006	0.1824	0.9305	0.8321	0.9575	0.0	0.1794	nan	0.7194	0.8331	0.5212	0.7112	0.2453	0.3458	0.3758	0.7782	0.0	0.1753	0.6756	0.3193	0.1549	0.1715	0.8259	0.7307	0.9115	0.0	0.1480
0.4388	18.4	920	0.6661	0.2565	0.3072	0.8297	nan	0.8822	0.9428	0.6160	0.8143	0.3081	0.4454	0.5414	0.9279	0.0	0.2064	0.8709	0.4429	0.2824	0.1963	0.9268	0.8822	0.9626	0.0	0.1975	nan	0.7157	0.8393	0.4520	0.7274	0.2555	0.3630	0.3766	0.8002	0.0	0.2041	0.6728	0.3199	0.1873	0.1827	0.8220	0.7298	0.9113	0.0	0.1622
0.361	18.8	940	0.6628	0.2605	0.3096	0.8323	nan	0.8951	0.9452	0.5626	0.8170	0.3278	0.4493	0.5721	0.9407	0.0	0.2403	0.8579	0.4486	0.2506	0.1961	0.9287	0.8857	0.9658	0.0	0.2412	nan	0.7357	0.8323	0.5378	0.7362	0.2625	0.3491	0.3683	0.7867	0.0	0.2364	0.6806	0.3224	0.1758	0.1821	0.8223	0.7321	0.9113	0.0	0.1866
0.3828	19.2	960	0.6739	0.2605	0.3097	0.8287	nan	0.8388	0.9556	0.5834	0.8373	0.2736	0.4234	0.6044	0.9343	0.0	0.2668	0.8799	0.4288	0.2738	0.2310	0.9154	0.8914	0.9607	0.0	0.2327	nan	0.7156	0.8243	0.5543	0.6957	0.2336	0.3482	0.3805	0.7961	0.0	0.2613	0.6838	0.3288	0.1820	0.2107	0.8227	0.7190	0.9134	0.0	0.1857
0.6092	19.6	980	0.6651	0.2619	0.3102	0.8331	nan	0.9454	0.9455	0.5339	0.7741	0.3170	0.4542	0.6123	0.9329	0.0	0.2972	0.9051	0.3950	0.2431	0.2317	0.9022	0.8711	0.9631	0.0	0.2214	nan	0.7209	0.8382	0.5155	0.7300	0.2616	0.3551	0.3647	0.7986	0.0	0.2900	0.6842	0.3113	0.1817	0.2123	0.8260	0.7207	0.9135	0.0	0.1808
0.4141	20.0	1000	0.6641	0.2647	0.3139	0.8316	nan	0.9264	0.9481	0.5341	0.7649	0.3226	0.4334	0.5668	0.9405	0.0	0.3605	0.8534	0.4698	0.2992	0.2259	0.9166	0.8909	0.9625	0.0	0.2556	nan	0.7208	0.8365	0.5058	0.7259	0.2609	0.3563	0.3898	0.7969	0.0	0.3435	0.6834	0.3347	0.1917	0.2066	0.8200	0.7153	0.9160	0.0	0.1970
0.4172	20.4	1020	0.6580	0.2638	0.3124	0.8320	nan	0.8716	0.9580	0.6106	0.7824	0.2688	0.4657	0.5675	0.9364	0.0	0.3450	0.8929	0.4323	0.3108	0.2097	0.9226	0.8574	0.9667	0.0	0.2240	nan	0.7318	0.8241	0.5236	0.7430	0.2310	0.3535	0.3745	0.8019	0.0	0.3327	0.6804	0.3154	0.2001	0.1933	0.8345	0.7404	0.9137	0.0	0.1768
0.4116	20.8	1040	0.6727	0.2634	0.3088	0.8344	nan	0.8931	0.9598	0.6058	0.7902	0.2737	0.4378	0.5670	0.9385	0.0	0.3090	0.8957	0.3829	0.2471	0.2405	0.9260	0.8616	0.9612	0.0	0.2085	nan	0.7426	0.8232	0.5412	0.7417	0.2388	0.3514	0.3729	0.7984	0.0	0.2989	0.6842	0.3072	0.1826	0.2174	0.8303	0.7357	0.9163	0.0	0.1736
0.422	21.2	1060	0.6688	0.2681	0.3141	0.8333	nan	0.8560	0.9509	0.5973	0.8216	0.3325	0.4396	0.5635	0.9370	0.0	0.4310	0.9214	0.3744	0.2274	0.2551	0.9186	0.8724	0.9636	0.0	0.2176	nan	0.7133	0.8257	0.5657	0.7377	0.2744	0.3530	0.3860	0.8069	0.0	0.4029	0.6819	0.2941	0.1799	0.2286	0.8336	0.7400	0.9167	0.0	0.1740
0.3686	21.6	1080	0.6515	0.2695	0.3171	0.8381	nan	0.9222	0.9530	0.6073	0.7765	0.3097	0.4667	0.6143	0.9413	0.0	0.4369	0.9051	0.3810	0.2432	0.2461	0.9233	0.8697	0.9598	0.0	0.2258	nan	0.7351	0.8391	0.5477	0.7423	0.2621	0.3677	0.3792	0.7985	0.0	0.4059	0.6838	0.3067	0.1912	0.2229	0.8352	0.7458	0.9177	0.0	0.1822
0.3979	22.0	1100	0.6568	0.2693	0.3208	0.8330	nan	0.8615	0.9551	0.6160	0.7842	0.3245	0.4468	0.5568	0.9365	0.0	0.4700	0.8862	0.4119	0.3784	0.2737	0.9224	0.8753	0.9673	0.0	0.2389	nan	0.7164	0.8363	0.4831	0.7147	0.2654	0.3574	0.3850	0.8012	0.0	0.4289	0.6866	0.3288	0.2315	0.2423	0.8331	0.7420	0.9164	0.0	0.1857
0.4441	22.4	1120	0.6608	0.2695	0.3167	0.8365	nan	0.9346	0.9529	0.5573	0.7570	0.2894	0.4630	0.5627	0.9363	0.0	0.4252	0.8931	0.4402	0.3039	0.2724	0.9202	0.8783	0.9636	0.0	0.2175	nan	0.7278	0.8391	0.5251	0.7202	0.2519	0.3607	0.3867	0.8006	0.0	0.3984	0.6891	0.3342	0.2181	0.2424	0.8331	0.7397	0.9175	0.0	0.1767
0.4551	22.8	1140	0.6578	0.2728	0.3240	0.8349	nan	0.9032	0.9512	0.5769	0.7527	0.3419	0.4811	0.6010	0.9427	0.0	0.5591	0.9050	0.4264	0.3202	0.2784	0.9086	0.8781	0.9624	0.0	0.2286	nan	0.7093	0.8423	0.5256	0.7125	0.2784	0.3686	0.3908	0.8046	0.0	0.4909	0.6934	0.3288	0.2186	0.2458	0.8315	0.7326	0.9183	0.0	0.1832
0.4407	23.2	1160	0.6450	0.2690	0.3193	0.8365	nan	0.9042	0.9432	0.6099	0.7794	0.3788	0.4657	0.6034	0.9444	0.0	0.4627	0.9219	0.3212	0.2968	0.2736	0.9216	0.8775	0.9650	0.0	0.1872	nan	0.7256	0.8449	0.5092	0.7254	0.2939	0.3773	0.3916	0.7977	0.0	0.4162	0.6820	0.2634	0.2125	0.2438	0.8376	0.7448	0.9180	0.0	0.1607
0.4254	23.6	1180	0.6625	0.2688	0.3188	0.8334	nan	0.9195	0.9530	0.6182	0.6861	0.3235	0.4638	0.5651	0.9376	0.0	0.5024	0.8938	0.3684	0.3308	0.2762	0.9336	0.8559	0.9677	0.0	0.2428	nan	0.6894	0.8508	0.4903	0.6638	0.2781	0.3752	0.3880	0.8096	0.0	0.4447	0.6880	0.3020	0.2205	0.2448	0.8333	0.7482	0.9180	0.0	0.1936
0.3237	24.0	1200	0.6369	0.2716	0.3205	0.8382	nan	0.9325	0.9453	0.5367	0.7718	0.3618	0.4612	0.6096	0.9404	0.0	0.4799	0.8972	0.4341	0.2409	0.2640	0.9304	0.8631	0.9614	0.0	0.2649	nan	0.7146	0.8491	0.5225	0.7157	0.2907	0.3681	0.3802	0.8074	0.0	0.4313	0.6964	0.3215	0.1884	0.2369	0.8355	0.7482	0.9192	0.0	0.2078
0.365	24.4	1220	0.6506	0.2730	0.3214	0.8385	nan	0.9277	0.9542	0.5852	0.7626	0.2932	0.4719	0.5930	0.9376	0.0	0.5711	0.9051	0.4031	0.2609	0.2769	0.9232	0.8704	0.9705	0.0	0.2199	nan	0.7176	0.8458	0.5448	0.7225	0.2537	0.3714	0.3947	0.8089	0.0	0.4881	0.6931	0.3242	0.1968	0.2446	0.8333	0.7446	0.9172	0.0	0.1814
0.4789	24.8	1240	0.6483	0.2759	0.3270	0.8389	nan	0.9107	0.9543	0.6023	0.7839	0.2900	0.4549	0.5867	0.9412	0.0	0.6129	0.8747	0.4464	0.3362	0.2824	0.9350	0.8723	0.9630	0.0	0.2702	nan	0.7231	0.8439	0.5571	0.7132	0.2529	0.3650	0.3984	0.8099	0.0	0.5013	0.7005	0.3384	0.2177	0.2474	0.8330	0.7510	0.9199	0.0	0.2094
0.5162	25.2	1260	0.6464	0.2760	0.3278	0.8383	nan	0.9063	0.9529	0.6199	0.7501	0.3129	0.4830	0.6013	0.9348	0.0	0.6178	0.8908	0.4529	0.2548	0.3034	0.9285	0.8805	0.9658	0.0	0.2889	nan	0.7113	0.8456	0.5127	0.7169	0.2679	0.3825	0.3913	0.8162	0.0	0.5243	0.7037	0.3354	0.1923	0.2616	0.8367	0.7464	0.9201	0.0	0.2177
0.3914	25.6	1280	0.6455	0.2748	0.3256	0.8379	nan	0.9405	0.9451	0.5647	0.7560	0.3129	0.4521	0.5869	0.9434	0.0	0.6490	0.8990	0.3980	0.3299	0.3075	0.9318	0.8666	0.9697	0.0	0.2156	nan	0.7086	0.8472	0.5238	0.7070	0.2627	0.3769	0.4007	0.8069	0.0	0.5155	0.6933	0.3223	0.2192	0.2646	0.8382	0.7529	0.9194	0.0	0.1835
0.3738	26.0	1300	0.6373	0.2726	0.3267	0.8361	nan	0.8998	0.9382	0.5957	0.7798	0.3951	0.5195	0.5915	0.9516	0.0	0.5415	0.8902	0.4308	0.2702	0.2883	0.9131	0.9061	0.9652	0.0	0.2309	nan	0.7155	0.8478	0.5211	0.7238	0.2994	0.3901	0.3975	0.7894	0.0	0.4424	0.6989	0.3224	0.2038	0.2529	0.8274	0.7245	0.9210	0.0	0.1919
0.3512	26.4	1320	0.6418	0.2763	0.3321	0.8362	nan	0.9184	0.9437	0.6087	0.7657	0.3338	0.4730	0.5723	0.9370	0.0	0.6904	0.8705	0.4566	0.3468	0.3086	0.9188	0.8848	0.9680	0.0	0.2939	nan	0.7141	0.8468	0.5263	0.6994	0.2719	0.3787	0.4026	0.8163	0.0	0.5194	0.6977	0.3261	0.2179	0.2645	0.8347	0.7424	0.9208	0.0	0.2151
0.4588	26.8	1340	0.6435	0.2748	0.3252	0.8395	nan	0.8778	0.9551	0.6037	0.8296	0.2888	0.4736	0.6074	0.9403	0.0	0.5804	0.8944	0.4158	0.2494	0.2931	0.9314	0.8776	0.9691	0.0	0.2711	nan	0.7259	0.8395	0.5360	0.7373	0.2532	0.3753	0.3901	0.8111	0.0	0.4937	0.7002	0.3175	0.1880	0.2560	0.8377	0.7488	0.9216	0.0	0.2116
0.3339	27.2	1360	0.6434	0.2732	0.3252	0.8375	nan	0.9120	0.9427	0.6126	0.7717	0.3484	0.4983	0.5931	0.9441	0.0	0.6112	0.9134	0.3259	0.2733	0.2995	0.9217	0.8908	0.9681	0.0	0.2298	nan	0.7060	0.8513	0.5062	0.7258	0.2805	0.3963	0.3985	0.8093	0.0	0.4980	0.6925	0.2695	0.2074	0.2605	0.8341	0.7418	0.9222	0.0	0.1907
0.3599	27.6	1380	0.6405	0.2755	0.3266	0.8384	nan	0.9207	0.9422	0.6103	0.7769	0.3508	0.4741	0.5936	0.9373	0.0	0.6317	0.9056	0.3968	0.2528	0.3090	0.9369	0.8342	0.9656	0.0	0.2645	nan	0.7140	0.8470	0.5370	0.7255	0.2798	0.3807	0.3961	0.8127	0.0	0.4994	0.6990	0.3122	0.1956	0.2654	0.8335	0.7405	0.9227	0.0	0.2059
0.4722	28.0	1400	0.6423	0.2776	0.3307	0.8391	nan	0.8828	0.9548	0.6152	0.7934	0.3135	0.4904	0.5925	0.9444	0.0	0.6486	0.8909	0.4174	0.3296	0.3117	0.9236	0.8846	0.9647	0.0	0.2867	nan	0.7319	0.8373	0.5339	0.7168	0.2670	0.3887	0.3930	0.8085	0.0	0.5058	0.7043	0.3277	0.2334	0.2652	0.8358	0.7486	0.9243	0.0	0.2164
0.3999	28.4	1420	0.6573	0.2758	0.3279	0.8344	nan	0.9074	0.9564	0.6044	0.6972	0.3170	0.4638	0.5768	0.9393	0.0	0.6698	0.8872	0.4259	0.3229	0.3066	0.9183	0.8809	0.9685	0.0	0.3048	nan	0.7038	0.8367	0.5552	0.6687	0.2655	0.3707	0.3920	0.8207	0.0	0.5299	0.7058	0.3154	0.2230	0.2644	0.8368	0.7440	0.9234	0.0	0.2197
0.3251	28.8	1440	0.6375	0.2770	0.3291	0.8408	nan	0.9199	0.9489	0.6086	0.7769	0.3191	0.4958	0.5862	0.9461	0.0	0.6409	0.8994	0.4118	0.2941	0.3050	0.9265	0.8786	0.9683	0.0	0.2619	nan	0.7236	0.8482	0.5358	0.7290	0.2666	0.3854	0.3929	0.8090	0.0	0.5036	0.7042	0.3149	0.2207	0.2649	0.8387	0.7519	0.9235	0.0	0.2062
0.3289	29.2	1460	0.6556	0.2768	0.3296	0.8362	nan	0.9273	0.9485	0.5861	0.6879	0.3439	0.4798	0.6059	0.9416	0.0	0.6749	0.8971	0.4096	0.3502	0.3222	0.9308	0.8716	0.9684	0.0	0.2596	nan	0.6921	0.8489	0.5571	0.6606	0.2774	0.3801	0.3953	0.8177	0.0	0.5192	0.7043	0.3281	0.2382	0.2725	0.8351	0.7541	0.9241	0.0	0.2073
0.3227	29.6	1480	0.6274	0.2803	0.3334	0.8430	nan	0.9079	0.9456	0.6035	0.8309	0.3371	0.4808	0.5824	0.9394	0.0	0.6828	0.8969	0.4624	0.3205	0.3089	0.9276	0.8832	0.9688	0.0	0.2577	nan	0.7452	0.8459	0.5544	0.7339	0.2753	0.3877	0.3953	0.8192	0.0	0.5186	0.7039	0.3355	0.2291	0.2654	0.8382	0.7490	0.9239	0.0	0.2088
0.4271	30.0	1500	0.6412	0.2769	0.3306	0.8382	nan	0.9016	0.9544	0.6153	0.7497	0.3307	0.4845	0.5851	0.9434	0.0	0.6663	0.9019	0.4165	0.3538	0.3151	0.9151	0.8806	0.9701	0.0	0.2557	nan	0.7166	0.8431	0.5148	0.7143	0.2745	0.3858	0.3937	0.8110	0.0	0.5152	0.7040	0.3288	0.2387	0.2693	0.8363	0.7431	0.9235	0.0	0.2023
0.2996	30.4	1520	0.6320	0.2803	0.3323	0.8430	nan	0.9176	0.9528	0.5870	0.8010	0.3246	0.4829	0.5975	0.9428	0.0	0.6519	0.8888	0.4324	0.3396	0.3139	0.9282	0.8780	0.9651	0.0	0.2940	nan	0.7387	0.8443	0.5328	0.7418	0.2720	0.3946	0.3908	0.8167	0.0	0.5156	0.7091	0.3351	0.2379	0.2681	0.8362	0.7528	0.9250	0.0	0.2202
0.3392	30.8	1540	0.6255	0.2797	0.3345	0.8414	nan	0.8964	0.9477	0.6256	0.7851	0.3788	0.4961	0.5916	0.9394	0.0	0.6616	0.8897	0.4526	0.3530	0.3145	0.9310	0.8777	0.9663	0.0	0.2673	nan	0.7268	0.8503	0.4849	0.7355	0.3015	0.3984	0.3966	0.8222	0.0	0.5235	0.7054	0.3339	0.2396	0.2685	0.8372	0.7534	0.9251	0.0	0.2059
0.2965	31.2	1560	0.6367	0.2789	0.3312	0.8415	nan	0.9269	0.9523	0.5961	0.7622	0.3118	0.4969	0.6140	0.9472	0.0	0.6352	0.8980	0.4180	0.3364	0.3069	0.9211	0.8850	0.9695	0.0	0.2831	nan	0.7329	0.8441	0.5433	0.7287	0.2676	0.3809	0.3910	0.8149	0.0	0.5191	0.7090	0.3280	0.2362	0.2642	0.8376	0.7476	0.9244	0.0	0.2140
0.3831	31.6	1580	0.6300	0.2812	0.3332	0.8429	nan	0.9094	0.9529	0.5967	0.7851	0.3383	0.4985	0.5956	0.9411	0.0	0.6727	0.9011	0.4275	0.3208	0.3346	0.9285	0.8705	0.9694	0.0	0.2851	nan	0.7337	0.8445	0.5445	0.7378	0.2787	0.3846	0.3957	0.8222	0.0	0.5248	0.7076	0.3366	0.2305	0.2797	0.8416	0.7545	0.9260	0.0	0.2181
0.3493	32.0	1600	0.6407	0.2785	0.3356	0.8400	nan	0.9012	0.9423	0.6217	0.7873	0.3749	0.4880	0.5983	0.9465	0.0	0.6982	0.8913	0.4313	0.3725	0.3320	0.9243	0.8959	0.9695	0.0	0.2344	nan	0.7114	0.8536	0.5136	0.7126	0.2994	0.3924	0.3971	0.8130	0.0	0.5163	0.7068	0.3303	0.2404	0.2795	0.8369	0.7481	0.9259	0.0	0.1920
0.3436	32.4	1620	0.6411	0.2797	0.3326	0.8412	nan	0.9267	0.9499	0.5514	0.7637	0.3525	0.5014	0.6383	0.9393	0.0	0.6488	0.8973	0.4156	0.3836	0.3289	0.9348	0.8434	0.9690	0.0	0.2623	nan	0.7220	0.8468	0.5165	0.7270	0.2840	0.3934	0.3914	0.8211	0.0	0.5100	0.7055	0.3275	0.2602	0.2775	0.8389	0.7518	0.9259	0.0	0.2099
0.3519	32.8	1640	0.6279	0.2803	0.3326	0.8424	nan	0.9006	0.9528	0.5944	0.8234	0.3076	0.4970	0.5845	0.9431	0.0	0.6655	0.8913	0.4559	0.3274	0.3196	0.9211	0.8900	0.9693	0.0	0.2651	nan	0.7445	0.8418	0.5386	0.7479	0.2611	0.3900	0.4008	0.8198	0.0	0.5284	0.7091	0.3360	0.2321	0.2734	0.8349	0.7426	0.9262	0.0	0.2026
0.4359	33.2	1660	0.6426	0.2794	0.3331	0.8414	nan	0.9304	0.9499	0.6014	0.7611	0.3188	0.4850	0.6366	0.9443	0.0	0.6564	0.8743	0.4532	0.3225	0.3332	0.9382	0.8668	0.9680	0.0	0.2871	nan	0.7254	0.8473	0.5447	0.7218	0.2699	0.3871	0.3876	0.8191	0.0	0.5169	0.7093	0.3314	0.2280	0.2796	0.8370	0.7538	0.9272	0.0	0.2141
0.2864	33.6	1680	0.6615	0.2758	0.3289	0.8372	nan	0.9209	0.9509	0.6063	0.6941	0.3526	0.5022	0.6105	0.9401	0.0	0.6613	0.9223	0.3529	0.3426	0.3352	0.9148	0.8885	0.9698	0.0	0.2183	nan	0.7027	0.8478	0.5329	0.6720	0.2889	0.3945	0.3956	0.8200	0.0	0.5033	0.6960	0.2995	0.2472	0.2831	0.8392	0.7452	0.9262	0.0	0.1834
0.2795	34.0	1700	0.6369	0.2810	0.3350	0.8426	nan	0.9120	0.9520	0.6168	0.7708	0.3537	0.4978	0.5937	0.9442	0.0	0.6760	0.8977	0.4292	0.3539	0.3445	0.9238	0.8757	0.9703	0.0	0.2783	nan	0.7260	0.8481	0.5226	0.7362	0.2894	0.3964	0.3960	0.8202	0.0	0.5116	0.7095	0.3331	0.2424	0.2883	0.8397	0.7539	0.9264	0.0	0.2139
0.2809	34.4	1720	0.6342	0.2803	0.3341	0.8432	nan	0.9144	0.9513	0.5907	0.7914	0.3386	0.5002	0.6073	0.9444	0.0	0.6870	0.8900	0.4229	0.3337	0.3399	0.9301	0.8865	0.9689	0.0	0.2613	nan	0.7315	0.8487	0.5274	0.7364	0.2840	0.3930	0.3953	0.8166	0.0	0.5111	0.7087	0.3336	0.2379	0.2834	0.8369	0.7519	0.9277	0.0	0.2047
0.2926	34.8	1740	0.6361	0.2805	0.3333	0.8417	nan	0.9156	0.9475	0.6039	0.7719	0.3567	0.5087	0.5719	0.9427	0.0	0.6924	0.9058	0.3941	0.3460	0.3368	0.9269	0.8690	0.9715	0.0	0.2698	nan	0.7200	0.8492	0.5450	0.7109	0.2920	0.3954	0.4026	0.8197	0.0	0.5170	0.7056	0.3175	0.2451	0.2846	0.8415	0.7558	0.9275	0.0	0.2081
0.3475	35.2	1760	0.6425	0.2810	0.3359	0.8420	nan	0.9072	0.9492	0.6142	0.7957	0.3298	0.4928	0.5961	0.9413	0.0	0.7089	0.8849	0.4386	0.3497	0.3410	0.9280	0.8849	0.9715	0.0	0.2870	nan	0.7278	0.8464	0.5424	0.7240	0.2750	0.3918	0.3997	0.8241	0.0	0.5166	0.7098	0.3390	0.2400	0.2865	0.8361	0.7514	0.9274	0.0	0.2172
0.3079	35.6	1780	0.6318	0.2815	0.3353	0.8421	nan	0.8986	0.9491	0.6034	0.7912	0.3674	0.5018	0.5996	0.9460	0.0	0.6846	0.8921	0.4470	0.3286	0.3315	0.9285	0.8754	0.9703	0.0	0.2843	nan	0.7219	0.8490	0.5500	0.7212	0.2938	0.3942	0.3987	0.8225	0.0	0.5247	0.7107	0.3360	0.2305	0.2817	0.8399	0.7553	0.9282	0.0	0.2137
0.3387	36.0	1800	0.6398	0.2806	0.3351	0.8414	nan	0.9147	0.9487	0.6065	0.7587	0.3486	0.5085	0.6111	0.9467	0.0	0.6779	0.8984	0.3925	0.3676	0.3387	0.9234	0.8892	0.9718	0.0	0.2900	nan	0.7073	0.8535	0.5247	0.7137	0.2883	0.4003	0.4007	0.8207	0.0	0.5182	0.7085	0.3295	0.2525	0.2841	0.8374	0.7504	0.9273	0.0	0.2232
0.353	36.4	1820	0.6366	0.2812	0.3340	0.8429	nan	0.8990	0.9528	0.5851	0.7833	0.3531	0.5036	0.6333	0.9468	0.0	0.6623	0.9047	0.3893	0.3411	0.3444	0.9330	0.8748	0.9680	0.0	0.2812	nan	0.7231	0.8457	0.5366	0.7293	0.2918	0.3941	0.3964	0.8177	0.0	0.5151	0.7096	0.3197	0.2451	0.2880	0.8415	0.7584	0.9291	0.0	0.2203
0.3651	36.8	1840	0.6441	0.2809	0.3325	0.8417	nan	0.9112	0.9519	0.6114	0.7513	0.3439	0.5112	0.5639	0.9406	0.0	0.6871	0.9136	0.4066	0.3437	0.3372	0.9259	0.8716	0.9707	0.0	0.2644	nan	0.7087	0.8503	0.5294	0.7131	0.2885	0.4001	0.4039	0.8261	0.0	0.5293	0.7053	0.3313	0.2438	0.2856	0.8430	0.7564	0.9282	0.0	0.2072
0.3073	37.2	1860	0.6468	0.2810	0.3346	0.8406	nan	0.9223	0.9433	0.6039	0.7368	0.3718	0.5138	0.6017	0.9489	0.0	0.6509	0.8915	0.4196	0.3052	0.3519	0.9278	0.8895	0.9719	0.0	0.3263	nan	0.7052	0.8516	0.5366	0.7012	0.2969	0.4010	0.4007	0.8187	0.0	0.5200	0.7125	0.3332	0.2251	0.2916	0.8387	0.7544	0.9276	0.0	0.2398
0.4331	37.6	1880	0.6398	0.2816	0.3362	0.8424	nan	0.9012	0.9534	0.6108	0.7906	0.3207	0.5132	0.5980	0.9424	0.0	0.7046	0.8988	0.4445	0.3527	0.3542	0.9206	0.8769	0.9700	0.0	0.2780	nan	0.7220	0.8473	0.5391	0.7306	0.2707	0.3963	0.4018	0.8242	0.0	0.5264	0.7122	0.3363	0.2354	0.2949	0.8415	0.7557	0.9286	0.0	0.2124
0.3336	38.0	1900	0.6402	0.2813	0.3366	0.8419	nan	0.9057	0.9474	0.6130	0.7764	0.3629	0.4953	0.6091	0.9453	0.0	0.7066	0.8942	0.4472	0.3294	0.3447	0.9256	0.8864	0.9735	0.0	0.2811	nan	0.7148	0.8503	0.5302	0.7213	0.2942	0.3992	0.4010	0.8215	0.0	0.5246	0.7111	0.3400	0.2281	0.2888	0.8405	0.7575	0.9275	0.0	0.2128
0.3628	38.4	1920	0.6451	0.2803	0.3339	0.8419	nan	0.9157	0.9506	0.6013	0.7584	0.3272	0.5187	0.6031	0.9455	0.0	0.6922	0.9004	0.4047	0.3112	0.3390	0.9255	0.8911	0.9729	0.0000	0.2961	nan	0.7134	0.8508	0.5294	0.7156	0.2770	0.4017	0.4011	0.8237	0.0	0.5241	0.7121	0.3262	0.2266	0.2849	0.8403	0.7520	0.9276	0.0000	0.2235
0.3378	38.8	1940	0.6329	0.2818	0.3348	0.8434	nan	0.9127	0.9465	0.5858	0.7964	0.3750	0.5024	0.6098	0.9438	0.0	0.6808	0.8976	0.4174	0.3276	0.3451	0.9327	0.8730	0.9706	0.0005	0.2661	nan	0.7267	0.8480	0.5227	0.7435	0.2949	0.4038	0.4030	0.8264	0.0	0.5204	0.7092	0.3240	0.2280	0.2899	0.8409	0.7582	0.9292	0.0005	0.2104
0.3523	39.2	1960	0.6349	0.2824	0.3353	0.8436	nan	0.9112	0.9520	0.5920	0.7852	0.3394	0.5104	0.6062	0.9452	0.0	0.6808	0.8983	0.4215	0.3371	0.3531	0.9274	0.8815	0.9701	0.0000	0.2872	nan	0.7310	0.8457	0.5393	0.7385	0.2799	0.3992	0.4024	0.8248	0.0	0.5245	0.7115	0.3345	0.2331	0.2944	0.8416	0.7565	0.9298	0.0000	0.2159
0.3157	39.6	1980	0.6250	0.2842	0.3374	0.8460	nan	0.9196	0.9467	0.5922	0.8099	0.3500	0.5136	0.6095	0.9401	0.0	0.6812	0.8994	0.4322	0.3447	0.3562	0.9348	0.8775	0.9712	0.0002	0.2918	nan	0.7379	0.8502	0.5435	0.7448	0.2894	0.4010	0.4024	0.8284	0.0	0.5241	0.7128	0.3439	0.2390	0.2957	0.8413	0.7601	0.9295	0.0001	0.2202
0.3091	40.0	2000	0.6428	0.2819	0.3352	0.8439	nan	0.9164	0.9545	0.5811	0.7845	0.3218	0.5088	0.6127	0.9482	0.0	0.6690	0.9004	0.4326	0.3583	0.3424	0.9202	0.8846	0.9727	0.0004	0.2870	nan	0.7315	0.8476	0.5387	0.7317	0.2720	0.3982	0.3976	0.8193	0.0	0.5167	0.7140	0.3426	0.2420	0.2883	0.8415	0.7529	0.9287	0.0004	0.2197
0.3324	40.4	2020	0.6305	0.2832	0.3382	0.8453	nan	0.9081	0.9501	0.6112	0.8081	0.3387	0.5193	0.6078	0.9427	0.0	0.6990	0.9021	0.4415	0.3691	0.3462	0.9252	0.8865	0.9728	0.0017	0.2685	nan	0.7342	0.8523	0.5291	0.7446	0.2823	0.4023	0.4058	0.8258	0.0	0.5201	0.7108	0.3504	0.2445	0.2902	0.8413	0.7568	0.9290	0.0017	0.2092
0.446	40.8	2040	0.6335	0.2823	0.3354	0.8436	nan	0.9158	0.9466	0.6004	0.7753	0.3634	0.5087	0.6236	0.9416	0.0	0.6766	0.9036	0.3974	0.3363	0.3486	0.9336	0.8864	0.9729	0.0003	0.2717	nan	0.7228	0.8505	0.5378	0.7275	0.2928	0.3973	0.4040	0.8271	0.0	0.5219	0.7113	0.3299	0.2440	0.2917	0.8392	0.7599	0.9290	0.0003	0.2106
0.2991	41.2	2060	0.6400	0.2819	0.3346	0.8430	nan	0.9021	0.9569	0.6020	0.7808	0.3141	0.5107	0.6066	0.9434	0.0	0.6738	0.8978	0.4379	0.3122	0.3561	0.9229	0.8815	0.9712	0.0002	0.3062	nan	0.7281	0.8460	0.5370	0.7257	0.2681	0.3941	0.4008	0.8270	0.0	0.5334	0.7140	0.3370	0.2272	0.2963	0.8422	0.7558	0.9299	0.0002	0.2222
0.2577	41.6	2080	0.6273	0.2827	0.3367	0.8433	nan	0.9083	0.9458	0.6065	0.7727	0.3782	0.5244	0.5984	0.9455	0.0	0.6865	0.9076	0.4176	0.3493	0.3545	0.9272	0.8876	0.9708	0.0003	0.2670	nan	0.7190	0.8537	0.5356	0.7125	0.3026	0.4038	0.4057	0.8259	0.0	0.5295	0.7117	0.3325	0.2436	0.2964	0.8426	0.7589	0.9302	0.0003	0.2075
0.2437	42.0	2100	0.6321	0.2827	0.3357	0.8439	nan	0.9057	0.9521	0.6023	0.7836	0.3366	0.5205	0.6125	0.9438	0.0	0.6864	0.9087	0.4109	0.3239	0.3558	0.9261	0.8823	0.9705	0.0011	0.2920	nan	0.7288	0.8478	0.5416	0.7320	0.2805	0.3960	0.4063	0.8286	0.0	0.5299	0.7129	0.3234	0.2309	0.2972	0.8438	0.7595	0.9304	0.0011	0.2199
0.3548	42.4	2120	0.6317	0.2831	0.3370	0.8445	nan	0.9133	0.9517	0.6028	0.7868	0.3391	0.5153	0.5879	0.9435	0.0	0.7178	0.9042	0.3861	0.3665	0.3643	0.9244	0.8901	0.9723	0.0010	0.2925	nan	0.7290	0.8519	0.5360	0.7372	0.2841	0.3997	0.4093	0.8285	0.0	0.5271	0.7117	0.3179	0.2480	0.3012	0.8393	0.7536	0.9296	0.0010	0.2212
0.2519	42.8	2140	0.6322	0.2827	0.3354	0.8445	nan	0.9146	0.9501	0.6036	0.7848	0.3492	0.5133	0.6009	0.9451	0.0	0.6921	0.9111	0.3731	0.3440	0.3634	0.9296	0.8763	0.9724	0.0010	0.2798	nan	0.7241	0.8515	0.5364	0.7345	0.2894	0.4034	0.4073	0.8253	0.0	0.5263	0.7099	0.3078	0.2443	0.3013	0.8437	0.7608	0.9298	0.0010	0.2159
0.275	43.2	2160	0.6368	0.2833	0.3374	0.8434	nan	0.9058	0.9532	0.6054	0.7740	0.3447	0.5067	0.5989	0.9488	0.0	0.7074	0.9007	0.4272	0.3609	0.3579	0.9222	0.8823	0.9725	0.0051	0.2991	nan	0.7228	0.8475	0.5442	0.7262	0.2855	0.3968	0.4046	0.8230	0.0	0.5262	0.7152	0.3375	0.2463	0.2984	0.8432	0.7559	0.9298	0.0051	0.2229
0.357	43.6	2180	0.6373	0.2837	0.3380	0.8440	nan	0.9100	0.9519	0.5992	0.7804	0.3476	0.5014	0.6046	0.9414	0.0	0.7171	0.8995	0.4276	0.3742	0.3613	0.9259	0.8901	0.9719	0.0077	0.2811	nan	0.7280	0.8485	0.5382	0.7278	0.2877	0.3975	0.4056	0.8300	0.0	0.5271	0.7146	0.3410	0.2515	0.2997	0.8392	0.7543	0.9303	0.0076	0.2168
0.2715	44.0	2200	0.6300	0.2841	0.3390	0.8446	nan	0.9019	0.9507	0.6033	0.7953	0.3516	0.5189	0.6222	0.9445	0.0	0.7024	0.8993	0.4278	0.3749	0.3613	0.9300	0.8815	0.9718	0.0074	0.2824	nan	0.7301	0.8489	0.5301	0.7339	0.2892	0.4044	0.4043	0.8268	0.0	0.5254	0.7149	0.3419	0.2532	0.2997	0.8414	0.7608	0.9304	0.0073	0.2169
0.296	44.4	2220	0.6370	0.2836	0.3366	0.8448	nan	0.9177	0.9524	0.5981	0.7768	0.3251	0.5173	0.6082	0.9434	0.0	0.7014	0.9090	0.3956	0.3633	0.3607	0.9299	0.8809	0.9714	0.0099	0.2825	nan	0.7277	0.8500	0.5310	0.7310	0.2768	0.4025	0.4067	0.8290	0.0	0.5305	0.7134	0.3306	0.2546	0.2995	0.8416	0.7599	0.9306	0.0098	0.2172
0.2938	44.8	2240	0.6356	0.2838	0.3381	0.8450	nan	0.9084	0.9523	0.5857	0.7985	0.3389	0.5128	0.6084	0.9490	0.0	0.7049	0.8964	0.4398	0.3642	0.3571	0.9269	0.8862	0.9726	0.0085	0.2834	nan	0.7298	0.8499	0.5354	0.7345	0.2844	0.4013	0.4050	0.8243	0.0	0.5253	0.7163	0.3436	0.2459	0.2973	0.8423	0.7578	0.9302	0.0084	0.2171
0.3444	45.2	2260	0.6378	0.2838	0.3366	0.8450	nan	0.9139	0.9506	0.5811	0.7960	0.3489	0.5043	0.6117	0.9429	0.0	0.6932	0.9158	0.3896	0.3592	0.3710	0.9246	0.8836	0.9719	0.0115	0.2739	nan	0.7284	0.8503	0.5353	0.7357	0.2867	0.3994	0.4063	0.8309	0.0	0.5304	0.7117	0.3196	0.2487	0.3047	0.8438	0.7605	0.9305	0.0114	0.2156
0.3901	45.6	2280	0.6350	0.2841	0.3381	0.8447	nan	0.9130	0.9486	0.5974	0.7909	0.3553	0.5118	0.6193	0.9459	0.0	0.6916	0.8993	0.3965	0.3624	0.3728	0.9318	0.8800	0.9722	0.0117	0.2949	nan	0.7220	0.8523	0.5333	0.7371	0.2906	0.4042	0.4047	0.8284	0.0	0.5288	0.7136	0.3227	0.2481	0.3042	0.8416	0.7623	0.9306	0.0115	0.2240
0.2613	46.0	2300	0.6456	0.2825	0.3352	0.8438	nan	0.9255	0.9513	0.5876	0.7639	0.3329	0.5091	0.6051	0.9460	0.0	0.6952	0.9115	0.3870	0.3567	0.3589	0.9250	0.8831	0.9721	0.0129	0.2745	nan	0.7192	0.8508	0.5345	0.7288	0.2799	0.3986	0.4038	0.8275	0.0	0.5291	0.7122	0.3142	0.2470	0.2997	0.8435	0.7592	0.9305	0.0127	0.2152
0.2849	46.4	2320	0.6370	0.2838	0.3371	0.8447	nan	0.9062	0.9524	0.6058	0.7879	0.3519	0.5141	0.6140	0.9449	0.0	0.6878	0.9100	0.3961	0.3550	0.3628	0.9247	0.8827	0.9722	0.0138	0.2791	nan	0.7274	0.8498	0.5370	0.7366	0.2880	0.4025	0.4042	0.8285	0.0	0.5304	0.7132	0.3211	0.2469	0.3011	0.8429	0.7607	0.9306	0.0136	0.2164
0.2599	46.8	2340	0.6385	0.2839	0.3383	0.8446	nan	0.9125	0.9515	0.5988	0.7867	0.3383	0.5109	0.6167	0.9444	0.0	0.6999	0.8998	0.4217	0.3582	0.3618	0.9241	0.8944	0.9728	0.0140	0.2960	nan	0.7253	0.8508	0.5379	0.7364	0.2833	0.4010	0.4031	0.8290	0.0	0.5276	0.7151	0.3357	0.2444	0.2996	0.8416	0.7563	0.9304	0.0138	0.2217
0.3051	47.2	2360	0.6322	0.2843	0.3384	0.8449	nan	0.9056	0.9501	0.6024	0.7992	0.3467	0.5156	0.6115	0.9455	0.0	0.7007	0.9005	0.4145	0.3529	0.3639	0.9305	0.8834	0.9705	0.0145	0.2967	nan	0.7256	0.8512	0.5395	0.7363	0.2865	0.4030	0.4059	0.8285	0.0	0.5279	0.7145	0.3315	0.2443	0.3009	0.8422	0.7621	0.9314	0.0143	0.2224
0.3295	47.6	2380	0.6335	0.2843	0.3385	0.8448	nan	0.9076	0.9511	0.5946	0.7985	0.3416	0.5124	0.6087	0.9466	0.0	0.7039	0.8969	0.4223	0.3597	0.3662	0.9273	0.8890	0.9726	0.0139	0.2955	nan	0.7261	0.8504	0.5418	0.7353	0.2840	0.3997	0.4052	0.8276	0.0	0.5280	0.7159	0.3352	0.2454	0.3018	0.8429	0.7597	0.9307	0.0137	0.2220
0.3076	48.0	2400	0.6354	0.2839	0.3371	0.8449	nan	0.9013	0.9540	0.5975	0.8009	0.3376	0.5096	0.6170	0.9443	0.0	0.6890	0.9068	0.4008	0.3547	0.3703	0.9272	0.8803	0.9721	0.0159	0.2833	nan	0.7289	0.8493	0.5403	0.7362	0.2811	0.3987	0.4042	0.8300	0.0	0.5282	0.7131	0.3234	0.2461	0.3041	0.8440	0.7614	0.9308	0.0155	0.2175
0.306	48.4	2420	0.6358	0.2836	0.3364	0.8446	nan	0.9125	0.9514	0.6005	0.7840	0.3395	0.5120	0.6077	0.9452	0.0	0.6902	0.9049	0.4001	0.3406	0.3646	0.9304	0.8802	0.9712	0.0157	0.2882	nan	0.7236	0.8512	0.5370	0.7335	0.2827	0.4008	0.4065	0.8291	0.0	0.5290	0.7132	0.3206	0.2414	0.3014	0.8427	0.7619	0.9312	0.0154	0.2195
0.2623	48.8	2440	0.6342	0.2839	0.3381	0.8444	nan	0.9127	0.9487	0.6027	0.7876	0.3482	0.5157	0.6140	0.9431	0.0	0.6961	0.9053	0.4075	0.3583	0.3654	0.9251	0.8914	0.9738	0.0143	0.2854	nan	0.7237	0.8518	0.5387	0.7316	0.2869	0.4022	0.4066	0.8309	0.0	0.5283	0.7137	0.3254	0.2469	0.3021	0.8428	0.7587	0.9298	0.0140	0.2182
0.2494	49.2	2460	0.6372	0.2839	0.3377	0.8441	nan	0.9121	0.9506	0.6043	0.7734	0.3497	0.5153	0.6076	0.9462	0.0	0.6948	0.9019	0.4125	0.3576	0.3646	0.9270	0.8869	0.9730	0.0143	0.2903	nan	0.7210	0.8511	0.5373	0.7297	0.2867	0.4017	0.4059	0.8284	0.0	0.5309	0.7149	0.3281	0.2462	0.3017	0.8432	0.7605	0.9304	0.0141	0.2201
0.2411	49.6	2480	0.6353	0.2838	0.3373	0.8443	nan	0.9128	0.9496	0.6019	0.7793	0.3468	0.5182	0.6107	0.9421	0.0	0.6947	0.9064	0.4011	0.3651	0.3610	0.9318	0.8792	0.9705	0.0149	0.2827	nan	0.7221	0.8517	0.5390	0.7298	0.2859	0.4017	0.4064	0.8315	0.0	0.5277	0.7128	0.3236	0.2505	0.3001	0.8418	0.7627	0.9313	0.0147	0.2176
0.2768	50.0	2500	0.6351	0.2834	0.3374	0.8443	nan	0.9045	0.9530	0.6075	0.7798	0.3400	0.5121	0.6170	0.9458	0.0	0.6956	0.9045	0.4037	0.3503	0.3679	0.9274	0.8889	0.9722	0.0119	0.2879	nan	0.7249	0.8500	0.5367	0.7300	0.2828	0.4008	0.4039	0.8291	0.0	0.5268	0.7142	0.3242	0.2450	0.3031	0.8429	0.7587	0.9308	0.0117	0.2194

Framework versions

Transformers 4.34.1
Pytorch 1.11.0+cu113
Datasets 2.15.0
Tokenizers 0.14.1

eungitoto
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segformer-b0-finetuned-segments-sidewalk-2

segformer-b0-finetuned-segments-sidewalk-2

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Finetuned from

Evaluation results

segformer-b0-finetuned-segments-sidewalk-2

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Finetuned from nvidia/mit-b0

Evaluation results

Finetuned from