segformer-b0-finetuned-segments-sidewalk-2

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

Loss: 0.6971
Mean Iou: 0.2096
Mean Accuracy: 0.2531
Overall Accuracy: 0.8097
Accuracy Unlabeled: nan
Accuracy Flat-road: 0.7927
Accuracy Flat-sidewalk: 0.9520
Accuracy Flat-crosswalk: 0.0024
Accuracy Flat-cyclinglane: 0.6788
Accuracy Flat-parkingdriveway: 0.3430
Accuracy Flat-railtrack: 0.0
Accuracy Flat-curb: 0.3808
Accuracy Human-person: 0.0
Accuracy Human-rider: 0.0
Accuracy Vehicle-car: 0.9184
Accuracy Vehicle-truck: 0.0
Accuracy Vehicle-bus: 0.0
Accuracy Vehicle-tramtrain: 0.0
Accuracy Vehicle-motorcycle: 0.0
Accuracy Vehicle-bicycle: 0.0039
Accuracy Vehicle-caravan: 0.0
Accuracy Vehicle-cartrailer: 0.0
Accuracy Construction-building: 0.9263
Accuracy Construction-door: 0.0
Accuracy Construction-wall: 0.4191
Accuracy Construction-fenceguardrail: 0.0338
Accuracy Construction-bridge: 0.0
Accuracy Construction-tunnel: nan
Accuracy Construction-stairs: 0.0
Accuracy Object-pole: 0.0998
Accuracy Object-trafficsign: 0.0
Accuracy Object-trafficlight: 0.0
Accuracy Nature-vegetation: 0.9282
Accuracy Nature-terrain: 0.8789
Accuracy Sky: 0.9561
Accuracy Void-ground: 0.0
Accuracy Void-dynamic: 0.0
Accuracy Void-static: 0.0395
Accuracy Void-unclear: 0.0
Iou Unlabeled: nan
Iou Flat-road: 0.6336
Iou Flat-sidewalk: 0.8266
Iou Flat-crosswalk: 0.0024
Iou Flat-cyclinglane: 0.5771
Iou Flat-parkingdriveway: 0.2395
Iou Flat-railtrack: 0.0
Iou Flat-curb: 0.3258
Iou Human-person: 0.0
Iou Human-rider: 0.0
Iou Vehicle-car: 0.7300
Iou Vehicle-truck: 0.0
Iou Vehicle-bus: 0.0
Iou Vehicle-tramtrain: 0.0
Iou Vehicle-motorcycle: 0.0
Iou Vehicle-bicycle: 0.0039
Iou Vehicle-caravan: 0.0
Iou Vehicle-cartrailer: 0.0
Iou Construction-building: 0.6806
Iou Construction-door: 0.0
Iou Construction-wall: 0.3090
Iou Construction-fenceguardrail: 0.0336
Iou Construction-bridge: 0.0
Iou Construction-tunnel: nan
Iou Construction-stairs: 0.0
Iou Object-pole: 0.0956
Iou Object-trafficsign: 0.0
Iou Object-trafficlight: 0.0
Iou Nature-vegetation: 0.8274
Iou Nature-terrain: 0.7002
Iou Sky: 0.8948
Iou Void-ground: 0.0
Iou Void-dynamic: 0.0
Iou Void-static: 0.0364
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: 2
eval_batch_size: 2
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 5

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-bicycle	Accuracy Construction-building	Accuracy Construction-wall	Accuracy Construction-fenceguardrail	Accuracy Construction-tunnel	Accuracy Construction-stairs	Accuracy Object-pole	Accuracy Nature-vegetation	Accuracy Nature-terrain	Accuracy Sky	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-bicycle	Iou Construction-building	Iou Construction-wall	Iou Construction-fenceguardrail	Iou Construction-tunnel	Iou Construction-stairs	Iou Object-pole	Iou Nature-vegetation	Iou Nature-terrain	Iou Sky	Iou Void-static
3.0799	0.05	20	3.2627	0.0727	0.1159	0.5671	nan	0.2792	0.8764	0.0046	0.0000	0.0342	0.0080	0.0000	0.6285	0.0	0.9060	0.0168	0.0	nan	0.0007	0.0015	0.7354	0.2906	0.0412	0.0001	0.0	0.2271	0.6277	0.0045	0.0000	0.0283	0.0070	0.0000	0.4635	0.0	0.3447	0.0149	0.0	0.0	0.0004	0.0012	0.5781	0.2079	0.0405	0.0001
2.603	0.1	40	2.6444	0.0863	0.1334	0.6262	nan	0.5688	0.8677	0.0011	0.0	0.0104	0.0012	0.0	0.6145	0.0	0.8813	0.0005	0.0	nan	0.0	0.0	0.9281	0.0457	0.4836	0.0000	0.0	0.3542	0.6675	0.0011	0.0	0.0100	0.0012	0.0	0.4522	0.0	0.4296	0.0005	0.0	0.0	0.0	0.0	0.5845	0.0433	0.4769	0.0000
2.1156	0.15	60	2.1359	0.1041	0.1484	0.6589	nan	0.6080	0.8960	0.0	0.0000	0.0034	0.0000	0.0	0.6754	0.0	0.9172	0.0006	0.0	nan	0.0	0.0	0.9269	0.2172	0.6511	0.0	0.0	0.3706	0.6876	0.0	0.0000	0.0033	0.0000	0.0	0.5234	0.0	0.4840	0.0006	0.0	nan	0.0	0.0	0.6460	0.1901	0.6329	0.0
1.9397	0.2	80	1.9019	0.1245	0.1691	0.6875	nan	0.7165	0.8826	0.0	0.0	0.0025	0.0000	0.0	0.8677	0.0	0.8785	0.0008	0.0	nan	0.0	0.0	0.9278	0.4892	0.8162	0.0	nan	0.3846	0.7091	0.0	0.0	0.0025	0.0000	0.0	0.5770	0.0	0.5575	0.0008	0.0	nan	0.0	0.0	0.6965	0.4033	0.7767	0.0
2.3139	0.25	100	1.7549	0.1284	0.1737	0.6969	nan	0.7506	0.8801	0.0	0.0	0.0013	0.0	0.0	0.8386	0.0	0.8993	0.0	0.0	nan	0.0	0.0	0.9347	0.5921	0.8359	0.0	nan	0.4032	0.7247	0.0	0.0	0.0013	0.0	0.0	0.5834	0.0	0.5558	0.0	0.0	nan	0.0	0.0	0.7091	0.4686	0.7913	0.0
1.8867	0.3	120	1.6597	0.1303	0.1759	0.7007	nan	0.8018	0.8693	0.0	0.0002	0.0013	0.0	0.0	0.8270	0.0	0.9195	0.0000	0.0	nan	0.0	0.0	0.9301	0.6509	0.8047	0.0	nan	0.4137	0.7366	0.0	0.0002	0.0013	0.0	0.0	0.5883	0.0	0.5508	0.0000	0.0	nan	0.0	0.0	0.7202	0.5031	0.7852	0.0
1.5501	0.35	140	1.5653	0.1265	0.1727	0.7013	nan	0.7694	0.9001	0.0	0.0	0.0011	0.0	0.0	0.8909	0.0	0.8371	0.0006	0.0	nan	0.0	0.0	0.9507	0.4681	0.8812	0.0	nan	0.4228	0.7418	0.0	0.0	0.0011	0.0	0.0	0.5415	0.0	0.5908	0.0006	0.0	nan	0.0	0.0	0.6781	0.3887	0.8100	0.0
1.4256	0.4	160	1.5111	0.1353	0.1792	0.7186	nan	0.7353	0.9371	0.0	0.0004	0.0009	0.0	0.0	0.8693	0.0	0.9101	0.0023	0.0	nan	0.0	0.0	0.9106	0.6702	0.8765	0.0	nan	0.4455	0.7477	0.0	0.0004	0.0009	0.0	0.0	0.5889	0.0	0.5583	0.0023	0.0	nan	0.0	0.0	0.7431	0.5459	0.8320	0.0
1.8213	0.45	180	1.4818	0.1308	0.1812	0.7058	nan	0.7319	0.9496	0.0	0.0001	0.0005	0.0000	0.0	0.9108	0.0	0.8844	0.0001	0.0	nan	0.0	0.0	0.7409	0.8585	0.9020	0.0	nan	0.4483	0.7421	0.0	0.0001	0.0005	0.0000	0.0	0.5837	0.0	0.5762	0.0001	0.0	nan	0.0	0.0	0.6593	0.4623	0.8452	0.0
1.3144	0.5	200	1.3570	0.1397	0.1853	0.7240	nan	0.8455	0.9044	0.0	0.0619	0.0005	0.0	0.0	0.8419	0.0	0.9335	0.0014	0.0	nan	0.0	0.0	0.8911	0.7266	0.9093	0.0	nan	0.4488	0.7715	0.0	0.0618	0.0005	0.0	0.0	0.6093	0.0	0.5540	0.0014	0.0	nan	0.0	0.0	0.7603	0.5624	0.8405	0.0
1.8708	0.55	220	1.3458	0.1360	0.1828	0.7186	nan	0.7905	0.9073	0.0	0.0028	0.0005	0.0	0.0	0.8985	0.0	0.8721	0.0	0.0	nan	0.0	0.0	0.9359	0.7309	0.8925	0.0	nan	0.4365	0.7550	0.0	0.0028	0.0005	0.0	0.0	0.5769	0.0	0.6005	0.0	0.0	nan	0.0	0.0	0.7278	0.5411	0.8457	0.0
1.4155	0.6	240	1.2917	0.1383	0.1837	0.7255	nan	0.7590	0.9353	0.0	0.0010	0.0011	0.0	0.0	0.8729	0.0	0.8831	0.0009	0.0	nan	0.0	0.0	0.9236	0.7614	0.9242	0.0	nan	0.4419	0.7563	0.0	0.0010	0.0011	0.0	0.0	0.6215	0.0	0.5974	0.0009	0.0	nan	0.0	0.0	0.7494	0.5534	0.8404	0.0
1.656	0.65	260	1.2293	0.1436	0.1922	0.7340	nan	0.7738	0.9513	0.0	0.2014	0.0045	0.0	0.0	0.8969	0.0	0.8787	0.0	0.0	nan	0.0	0.0	0.8253	0.8920	0.9176	0.0	nan	0.4897	0.7671	0.0	0.1997	0.0045	0.0	0.0	0.6211	0.0	0.6150	0.0	0.0	nan	0.0	0.0	0.7164	0.4747	0.8493	0.0
1.6071	0.7	280	1.1888	0.1502	0.1949	0.7461	nan	0.7821	0.9390	0.0	0.3294	0.0109	0.0	0.0	0.8879	0.0	0.8938	0.0013	0.0	nan	0.0	0.0	0.9212	0.7293	0.9359	0.0	nan	0.5027	0.7703	0.0	0.3214	0.0108	0.0	0.0	0.6141	0.0	0.5968	0.0013	0.0	nan	0.0	0.0	0.7496	0.5473	0.8429	0.0
1.1536	0.75	300	1.1488	0.1556	0.1993	0.7537	nan	0.8101	0.9321	0.0	0.4320	0.0116	0.0000	0.0	0.8801	0.0	0.9109	0.0024	0.0	nan	0.0	0.0	0.9219	0.7660	0.9097	0.0	nan	0.5174	0.7830	0.0	0.4175	0.0115	0.0000	0.0	0.6262	0.0	0.5871	0.0024	0.0	nan	0.0	0.0	0.7495	0.5890	0.8503	0.0
1.5043	0.8	320	1.1171	0.1558	0.2030	0.7502	nan	0.7984	0.9353	0.0	0.4908	0.0124	0.0	0.0	0.8733	0.0	0.9264	0.0010	0.0	nan	0.0	0.0	0.8269	0.8939	0.9413	0.0	nan	0.5070	0.7760	0.0	0.4470	0.0123	0.0	0.0	0.6555	0.0	0.6002	0.0010	0.0	nan	0.0	0.0	0.7452	0.5387	0.8572	0.0
1.0659	0.85	340	1.1308	0.1557	0.2014	0.7530	nan	0.7520	0.9301	0.0	0.5300	0.0144	0.0	0.0	0.9178	0.0	0.8941	0.0053	0.0	nan	0.0	0.0	0.9348	0.7234	0.9432	0.0	nan	0.5195	0.7725	0.0	0.4634	0.0143	0.0	0.0	0.5894	0.0	0.6038	0.0053	0.0	nan	0.0	0.0	0.7442	0.5626	0.8637	0.0
0.827	0.9	360	1.0929	0.1540	0.2020	0.7522	nan	0.8490	0.9243	0.0	0.4243	0.0166	0.0	0.0	0.9299	0.0	0.8177	0.0020	0.0	nan	0.0	0.0	0.9201	0.8373	0.9438	0.0	nan	0.5082	0.7912	0.0	0.4089	0.0164	0.0	0.0	0.5436	0.0	0.6078	0.0020	0.0	nan	0.0	0.0	0.7540	0.5887	0.8603	0.0
2.521	0.95	380	1.0848	0.1587	0.2019	0.7520	nan	0.8741	0.9008	0.0	0.4411	0.0364	0.0	0.0	0.8280	0.0	0.9010	0.0064	0.0	nan	0.0	0.0	0.9290	0.8282	0.9172	0.0	nan	0.4799	0.7846	0.0	0.4238	0.0351	0.0	0.0	0.6787	0.0	0.6191	0.0063	0.0	nan	0.0	0.0	0.7534	0.5959	0.8618	0.0
0.8394	1.0	400	1.0338	0.1610	0.2043	0.7638	nan	0.7926	0.9510	0.0	0.5028	0.0383	0.0	0.0	0.8803	0.0	0.8967	0.0175	0.0	nan	0.0	0.0	0.9177	0.7983	0.9451	0.0	nan	0.5398	0.7822	0.0	0.4597	0.0369	0.0	0.0	0.6533	0.0	0.6192	0.0174	0.0	nan	0.0	0.0	0.7617	0.5884	0.8554	0.0
1.0011	1.05	420	1.0365	0.1616	0.2048	0.7660	nan	0.7921	0.9557	0.0	0.5147	0.0552	0.0	0.0	0.9056	0.0	0.8801	0.0152	0.0	nan	0.0	0.0000	0.9257	0.7691	0.9445	0.0	nan	0.5507	0.7877	0.0	0.4706	0.0525	0.0	0.0	0.6281	0.0	0.6098	0.0152	0.0	nan	0.0	0.0000	0.7663	0.5878	0.8650	0.0
0.9038	1.1	440	1.0311	0.1654	0.2105	0.7688	nan	0.7366	0.9482	0.0	0.6152	0.0921	0.0002	0.0	0.8945	0.0	0.9160	0.0130	0.0	nan	0.0	0.0	0.9143	0.8702	0.9446	0.0	nan	0.5466	0.7896	0.0	0.4818	0.0845	0.0002	0.0	0.6669	0.0	0.5995	0.0130	0.0	nan	0.0	0.0	0.7816	0.6353	0.8604	0.0
1.0313	1.15	460	0.9894	0.1655	0.2082	0.7703	nan	0.7805	0.9537	0.0	0.5607	0.0595	0.0000	0.0	0.8599	0.0	0.9087	0.0103	0.0	nan	0.0	0.0	0.9194	0.8729	0.9436	0.0	nan	0.5534	0.7884	0.0	0.5016	0.0564	0.0000	0.0	0.6772	0.0	0.6148	0.0102	0.0	nan	0.0	0.0	0.7648	0.6288	0.8643	0.0
0.9745	1.2	480	0.9917	0.1634	0.2096	0.7667	nan	0.7381	0.9574	0.0	0.5813	0.0709	0.0000	0.0	0.9231	0.0	0.8988	0.0091	0.0	nan	0.0	0.0003	0.8865	0.9041	0.9486	0.0	nan	0.5550	0.7795	0.0	0.4894	0.0655	0.0000	0.0	0.6390	0.0	0.6277	0.0091	0.0	nan	0.0	0.0003	0.7675	0.5932	0.8654	0.0
0.8553	1.25	500	0.9566	0.1661	0.2061	0.7718	nan	0.7849	0.9609	0.0	0.5563	0.0640	0.0	0.0	0.8562	0.0	0.8966	0.0063	0.0	nan	0.0	0.0	0.9402	0.8200	0.9152	0.0	nan	0.5583	0.7895	0.0	0.4961	0.0599	0.0	0.0	0.6932	0.0	0.6271	0.0063	0.0	nan	0.0	0.0	0.7532	0.6332	0.8637	0.0
0.9153	1.3	520	0.9725	0.1660	0.2068	0.7708	nan	0.7857	0.9540	0.0	0.5560	0.0896	0.0	0.0	0.8621	0.0	0.9130	0.0068	0.0	nan	0.0	0.0000	0.9359	0.7702	0.9502	0.0	nan	0.5578	0.7865	0.0	0.4937	0.0815	0.0	0.0	0.6897	0.0	0.6151	0.0068	0.0	nan	0.0	0.0000	0.7698	0.6160	0.8612	0.0
1.5562	1.35	540	0.9559	0.1676	0.2118	0.7720	nan	0.8387	0.9300	0.0	0.5538	0.1025	0.0010	0.0	0.8914	0.0	0.9109	0.0112	0.0	nan	0.0	0.0001	0.9213	0.8867	0.9420	0.0	nan	0.5308	0.8021	0.0	0.4929	0.0932	0.0010	0.0	0.6795	0.0	0.6226	0.0112	0.0	nan	0.0	0.0001	0.7872	0.6416	0.8675	0.0
1.3664	1.4	560	0.9340	0.1679	0.2124	0.7730	nan	0.7714	0.9468	0.0	0.5867	0.1212	0.0005	0.0	0.8933	0.0	0.8901	0.0372	0.0	nan	0.0	0.0	0.9325	0.8700	0.9609	0.0	nan	0.5494	0.7957	0.0	0.4886	0.1063	0.0005	0.0	0.6677	0.0	0.6317	0.0364	0.0	nan	0.0	0.0	0.7720	0.6364	0.8552	0.0
0.9288	1.45	580	0.9249	0.1701	0.2158	0.7744	nan	0.7836	0.9402	0.0	0.5746	0.2076	0.0027	0.0	0.9217	0.0	0.9015	0.0388	0.0	nan	0.0	0.0	0.9131	0.8896	0.9489	0.0	nan	0.5651	0.8001	0.0	0.4970	0.1561	0.0027	0.0	0.6331	0.0	0.6215	0.0384	0.0	nan	0.0	0.0	0.7885	0.6421	0.8690	0.0
0.9276	1.5	600	0.9154	0.1718	0.2150	0.7759	nan	0.7413	0.9547	0.0	0.5866	0.2000	0.0009	0.0	0.9106	0.0	0.9166	0.0575	0.0	nan	0.0	0.0000	0.9191	0.8550	0.9513	0.0	nan	0.5633	0.7922	0.0	0.4931	0.1544	0.0009	0.0	0.6575	0.0	0.6222	0.0554	0.0	nan	0.0	0.0000	0.7971	0.6572	0.8745	0.0
0.7259	1.55	620	0.8883	0.1721	0.2158	0.7772	nan	0.8054	0.9380	0.0	0.5627	0.1988	0.0002	0.0	0.8885	0.0	0.9133	0.0605	0.0	nan	0.0	0.0000	0.9317	0.8728	0.9487	0.0	nan	0.5518	0.8087	0.0	0.4802	0.1563	0.0002	0.0	0.6783	0.0	0.6274	0.0580	0.0	nan	0.0	0.0000	0.7892	0.6572	0.8713	0.0
0.7997	1.6	640	0.8929	0.1751	0.2182	0.7752	nan	0.7349	0.9457	0.0	0.5863	0.3101	0.0080	0.0	0.8764	0.0	0.9239	0.0884	0.0	nan	0.0	0.0000	0.9100	0.8775	0.9402	0.0	nan	0.5708	0.7953	0.0	0.4872	0.1921	0.0079	0.0	0.7005	0.0	0.6223	0.0824	0.0	nan	0.0	0.0000	0.7904	0.6556	0.8746	0.0
1.2315	1.65	660	0.8881	0.1742	0.2163	0.7783	nan	0.7640	0.9598	0.0	0.5467	0.2172	0.0075	0.0	0.9176	0.0	0.8972	0.1012	0.0	nan	0.0	0.0000	0.9193	0.8671	0.9409	0.0	nan	0.5635	0.7935	0.0	0.4814	0.1696	0.0074	0.0	0.6646	0.0	0.6406	0.0924	0.0	nan	0.0	0.0000	0.7904	0.6690	0.8769	0.0
0.8133	1.7	680	0.8778	0.1709	0.2135	0.7727	nan	0.8286	0.9260	0.0	0.5738	0.1928	0.0074	0.0	0.9122	0.0	0.9143	0.0662	0.0	nan	0.0	0.0	0.9385	0.7455	0.9392	0.0	nan	0.5268	0.8057	0.0	0.4925	0.1575	0.0073	0.0	0.6705	0.0	0.6311	0.0631	0.0	nan	0.0	0.0	0.7845	0.6255	0.8764	0.0
1.2075	1.75	700	0.8677	0.1718	0.2122	0.7780	nan	0.8195	0.9495	0.0	0.5801	0.1900	0.0142	0.0	0.8997	0.0	0.9201	0.0712	0.0	nan	0.0	0.0000	0.9416	0.6688	0.9464	0.0	nan	0.5835	0.8029	0.0	0.5140	0.1553	0.0140	0.0	0.6860	0.0	0.6278	0.0669	0.0	nan	0.0	0.0000	0.7679	0.5732	0.8780	0.0
0.9311	1.8	720	0.8774	0.1758	0.2219	0.7769	nan	0.7697	0.9494	0.0	0.5894	0.2648	0.0574	0.0	0.9119	0.0	0.8998	0.1278	0.0	nan	0.0	0.0004	0.8737	0.9196	0.9588	0.0000	nan	0.5890	0.7991	0.0	0.5089	0.1828	0.0561	0.0	0.6956	0.0	0.6500	0.1133	0.0	nan	0.0	0.0004	0.7690	0.5617	0.8756	0.0000
0.6507	1.85	740	0.8583	0.1762	0.2209	0.7802	nan	0.7840	0.9386	0.0	0.6149	0.2474	0.0651	0.0	0.8839	0.0	0.9325	0.0605	0.0	nan	0.0	0.0004	0.9086	0.8998	0.9525	0.0	nan	0.5737	0.8134	0.0	0.5052	0.1793	0.0628	0.0	0.6986	0.0	0.6084	0.0567	0.0	nan	0.0	0.0004	0.8003	0.6391	0.8778	0.0
0.8789	1.9	760	0.8562	0.1779	0.2189	0.7843	nan	0.8489	0.9436	0.0	0.5720	0.2017	0.0282	0.0	0.8929	0.0	0.8857	0.1318	0.0	nan	0.0	0.0016	0.9496	0.8161	0.9525	0.0001	nan	0.5669	0.8130	0.0	0.5288	0.1663	0.0276	0.0	0.7028	0.0	0.6558	0.1182	0.0	nan	0.0	0.0016	0.7718	0.6408	0.8780	0.0001
0.6422	1.95	780	0.8500	0.1779	0.2212	0.7823	nan	0.7442	0.9543	0.0	0.6245	0.2068	0.0895	0.0	0.9125	0.0	0.9187	0.1221	0.0	nan	0.0	0.0010	0.9276	0.8530	0.9445	0.0000	nan	0.5862	0.8011	0.0	0.4968	0.1602	0.0870	0.0	0.6803	0.0	0.6365	0.1054	0.0	nan	0.0	0.0010	0.7985	0.6359	0.8818	0.0000
1.1762	2.0	800	0.8550	0.1790	0.2244	0.7816	nan	0.7613	0.9551	0.0	0.6630	0.2004	0.0641	0.0	0.9371	0.0	0.8202	0.2531	0.0003	nan	0.0	0.0047	0.9381	0.8638	0.9446	0.0005	nan	0.5594	0.8095	0.0	0.4974	0.1658	0.0627	0.0	0.6121	0.0	0.6540	0.2157	0.0003	nan	0.0	0.0047	0.7831	0.6597	0.8831	0.0005
1.1882	2.05	820	0.8349	0.1823	0.2227	0.7859	nan	0.7781	0.9571	0.0	0.6123	0.2379	0.0944	0.0	0.8968	0.0	0.9116	0.2054	0.0	nan	0.0	0.0018	0.9364	0.7797	0.9384	0.0008	nan	0.5966	0.7998	0.0	0.5246	0.1838	0.0920	0.0	0.7025	0.0	0.6418	0.1672	0.0	nan	0.0	0.0018	0.7900	0.6330	0.8831	0.0008
1.5828	2.1	840	0.8170	0.1817	0.2248	0.7868	nan	0.8159	0.9454	0.0	0.5905	0.2580	0.0917	0.0	0.9298	0.0	0.9021	0.1604	0.0003	nan	0.0	0.0046	0.9266	0.8421	0.9491	0.0003	nan	0.5812	0.8109	0.0	0.5301	0.1980	0.0884	0.0	0.6594	0.0	0.6373	0.1376	0.0003	nan	0.0	0.0046	0.8070	0.6555	0.8844	0.0003
0.9415	2.15	860	0.8247	0.1852	0.2240	0.7865	nan	0.7263	0.9670	0.0	0.6221	0.2590	0.1078	0.0	0.8915	0.0	0.9052	0.2293	0.0	nan	0.0	0.0032	0.9431	0.7847	0.9519	0.0008	nan	0.6017	0.7868	0.0	0.5359	0.1880	0.1029	0.0	0.7145	0.0	0.6511	0.1902	0.0	nan	0.0	0.0032	0.7900	0.6593	0.8857	0.0008
0.6322	2.2	880	0.8012	0.1861	0.2286	0.7910	nan	0.7782	0.9552	0.0	0.6306	0.2911	0.1427	0.0	0.9163	0.0	0.9121	0.1810	0.0	nan	0.0	0.0051	0.9217	0.8652	0.9443	0.0005	nan	0.5959	0.8127	0.0	0.5264	0.2098	0.1352	0.0	0.6862	0.0	0.6492	0.1533	0.0	nan	0.0	0.0051	0.8027	0.6786	0.8862	0.0005
1.2816	2.25	900	0.8061	0.1859	0.2271	0.7915	nan	0.7997	0.9604	0.0	0.5946	0.2553	0.1371	0.0	0.8970	0.0	0.9132	0.1658	0.0	nan	0.0	0.0143	0.9148	0.8908	0.9512	0.0004	nan	0.6047	0.8091	0.0	0.5354	0.1942	0.1300	0.0	0.7101	0.0	0.6467	0.1403	0.0	nan	0.0	0.0143	0.7960	0.6665	0.8877	0.0004
1.1187	2.3	920	0.8165	0.1830	0.2271	0.7871	nan	0.8529	0.9484	0.0	0.5788	0.2239	0.1244	0.0	0.9489	0.0	0.8340	0.2582	0.0002	nan	0.0	0.0189	0.9348	0.8083	0.9590	0.0023	nan	0.5831	0.8203	0.0	0.5250	0.1739	0.1190	0.0	0.5896	0.0	0.6447	0.2091	0.0002	nan	0.0	0.0188	0.8050	0.6634	0.8845	0.0023
0.3853	2.35	940	0.7865	0.1876	0.2282	0.7919	nan	0.8037	0.9569	0.0	0.6231	0.2241	0.1429	0.0	0.8462	0.0	0.9135	0.2473	0.0000	nan	0.0	0.0124	0.9275	0.8847	0.9489	0.0003	nan	0.5951	0.8101	0.0	0.5220	0.1816	0.1347	0.0	0.7212	0.0	0.6488	0.1938	0.0000	nan	0.0	0.0123	0.7995	0.6842	0.8885	0.0003
0.9677	2.4	960	0.7867	0.1903	0.2336	0.7938	nan	0.7605	0.9544	0.0	0.6384	0.3039	0.2159	0.0	0.9152	0.0	0.8975	0.2571	0.0009	nan	0.0	0.0175	0.9411	0.8475	0.9577	0.0009	nan	0.6088	0.8149	0.0	0.5171	0.2134	0.1988	0.0	0.6913	0.0	0.6618	0.2063	0.0009	nan	0.0	0.0175	0.7990	0.6620	0.8868	0.0009
0.5898	2.45	980	0.7887	0.1887	0.2297	0.7909	nan	0.7267	0.9713	0.0	0.6379	0.2294	0.1700	0.0	0.9056	0.0	0.9158	0.2868	0.0000	nan	0.0	0.0101	0.9180	0.8613	0.9468	0.0005	nan	0.5979	0.7977	0.0	0.5123	0.1794	0.1593	0.0	0.7116	0.0	0.6473	0.2247	0.0000	nan	0.0	0.0101	0.8110	0.6890	0.8869	0.0005
0.8444	2.5	1000	0.7749	0.1879	0.2297	0.7933	nan	0.8497	0.9404	0.0	0.6299	0.2785	0.1594	0.0	0.9157	0.0	0.9078	0.2639	0.0	nan	0.0	0.0096	0.9509	0.7218	0.9523	0.0004	nan	0.5948	0.8310	0.0	0.5390	0.2110	0.1472	0.0	0.6979	0.0	0.6590	0.2113	0.0	nan	0.0	0.0096	0.7811	0.6275	0.8895	0.0004
0.7959	2.55	1020	0.7789	0.1905	0.2353	0.7953	nan	0.7769	0.9542	0.0	0.6770	0.2843	0.2068	0.0	0.9358	0.0	0.9127	0.2552	0.0001	nan	0.0	0.0114	0.9073	0.8880	0.9532	0.0021	nan	0.5992	0.8216	0.0	0.5357	0.2122	0.1892	0.0	0.6838	0.0	0.6570	0.2025	0.0001	nan	0.0	0.0113	0.8089	0.6770	0.8876	0.0021
0.7987	2.6	1040	0.7808	0.1924	0.2361	0.7945	nan	0.7578	0.9507	0.0	0.6855	0.3010	0.2349	0.0	0.9151	0.0	0.8850	0.3320	0.0003	nan	0.0	0.0245	0.9532	0.8023	0.9464	0.0042	nan	0.5987	0.8206	0.0	0.5224	0.2223	0.2148	0.0	0.6924	0.0	0.6751	0.2643	0.0003	nan	0.0	0.0244	0.7812	0.6396	0.8890	0.0041
1.0476	2.65	1060	0.7788	0.1931	0.2341	0.7946	nan	0.7553	0.9572	0.0	0.6407	0.3138	0.2429	0.0	0.9013	0.0	0.9453	0.2426	0.0001	nan	0.0	0.0255	0.9189	0.8273	0.9489	0.0044	nan	0.6200	0.8086	0.0	0.5569	0.2172	0.2174	0.0	0.7203	0.0	0.6327	0.1895	0.0001	nan	0.0	0.0254	0.8164	0.6761	0.8867	0.0042
1.0105	2.7	1080	0.8045	0.1927	0.2352	0.7905	nan	0.7260	0.9606	0.0	0.6495	0.2578	0.2454	0.0	0.9327	0.0	0.8667	0.3797	0.0015	nan	0.0	0.0400	0.9492	0.7917	0.9498	0.0104	nan	0.6155	0.7938	0.0	0.5790	0.1801	0.2158	0.0	0.6577	0.0	0.6712	0.2751	0.0015	nan	0.0	0.0396	0.7910	0.6386	0.8901	0.0101
0.67	2.75	1100	0.7746	0.1948	0.2407	0.7973	nan	0.8197	0.9422	0.0	0.6651	0.2669	0.2311	0.0	0.9169	0.0	0.9144	0.3944	0.0005	nan	0.0	0.0358	0.9070	0.8974	0.9492	0.0027	nan	0.6099	0.8205	0.0	0.5499	0.2045	0.2067	0.0	0.6874	0.0	0.6596	0.2835	0.0005	nan	0.0	0.0355	0.8148	0.6658	0.8871	0.0027
0.7107	2.8	1120	0.7718	0.1918	0.2369	0.7939	nan	0.7737	0.9330	0.0	0.6993	0.3467	0.2461	0.0	0.9037	0.0	0.9211	0.1896	0.0005	nan	0.0	0.0294	0.9337	0.8834	0.9542	0.0022	nan	0.5991	0.8221	0.0	0.5349	0.2307	0.2164	0.0	0.7099	0.0	0.6491	0.1626	0.0005	nan	0.0	0.0293	0.8061	0.6779	0.8882	0.0022
0.7485	2.85	1140	0.7697	0.1972	0.2423	0.7985	nan	0.7480	0.9479	0.0	0.6972	0.3373	0.2968	0.0	0.9316	0.0	0.8957	0.3350	0.0017	nan	0.0	0.0395	0.9401	0.8633	0.9584	0.0034	nan	0.6127	0.8162	0.0	0.5502	0.2298	0.2596	0.0	0.6793	0.0	0.6741	0.2637	0.0017	nan	0.0	0.0392	0.8079	0.6798	0.8886	0.0034
0.8581	2.9	1160	0.7650	0.1969	0.2386	0.8015	nan	0.8131	0.9552	0.0	0.6578	0.2583	0.2183	0.0	0.8970	0.0	0.8875	0.3510	0.0032	nan	0.0	0.0424	0.9475	0.8768	0.9574	0.0087	nan	0.6125	0.8171	0.0	0.5693	0.2113	0.1998	0.0	0.7218	0.0	0.6865	0.2686	0.0032	nan	0.0	0.0419	0.7907	0.6760	0.8906	0.0085
0.4745	2.95	1180	0.7566	0.1969	0.2390	0.8003	nan	0.7521	0.9620	0.0	0.6560	0.2646	0.3388	0.0	0.9078	0.0	0.9320	0.2716	0.0011	nan	0.0	0.0385	0.9302	0.8826	0.9472	0.0023	nan	0.6295	0.8091	0.0	0.5515	0.2100	0.2840	0.0	0.7174	0.0	0.6559	0.2136	0.0011	nan	0.0	0.0381	0.8159	0.6766	0.8939	0.0023
0.6491	3.0	1200	0.7501	0.1939	0.2383	0.7983	nan	0.8038	0.9447	0.0	0.6720	0.2547	0.3299	0.0	0.9200	0.0	0.9042	0.2579	0.0022	nan	0.0	0.0358	0.9455	0.8218	0.9650	0.0051	nan	0.6103	0.8247	0.0	0.5275	0.2039	0.2713	0.0	0.6960	0.0	0.6696	0.2086	0.0022	nan	0.0	0.0355	0.8025	0.6553	0.8873	0.0050
1.781	3.05	1220	0.7489	0.1959	0.2378	0.8012	nan	0.7987	0.9544	0.0	0.6618	0.2948	0.3008	0.0	0.8942	0.0	0.9232	0.2043	0.0015	nan	0.0	0.0381	0.9303	0.8788	0.9603	0.0049	nan	0.6240	0.8202	0.0	0.5575	0.2216	0.2620	0.0	0.7242	0.0	0.6533	0.1680	0.0015	nan	0.0	0.0378	0.8162	0.6822	0.8912	0.0048
0.9283	3.1	1240	0.7437	0.2010	0.2460	0.8038	nan	0.8029	0.9424	0.0	0.6893	0.3398	0.3163	0.0	0.9231	0.0	0.8968	0.3809	0.0034	nan	0.0	0.0535	0.9441	0.8675	0.9493	0.0091	nan	0.6164	0.8290	0.0	0.5824	0.2352	0.2712	0.0	0.6878	0.0	0.6865	0.2804	0.0034	nan	0.0	0.0530	0.8086	0.6789	0.8925	0.0088
1.5147	3.15	1260	0.7494	0.1977	0.2400	0.8011	nan	0.7452	0.9637	0.0	0.6880	0.2729	0.2992	0.0	0.9180	0.0	0.9152	0.3000	0.0030	nan	0.0	0.0491	0.9347	0.8729	0.9508	0.0063	nan	0.6194	0.8136	0.0	0.5591	0.2056	0.2640	0.0	0.7057	0.0	0.6690	0.2399	0.0030	nan	0.0	0.0486	0.8116	0.6890	0.8908	0.0060
0.6839	3.2	1280	0.7914	0.1958	0.2376	0.7951	nan	0.7259	0.9727	0.0	0.6346	0.1687	0.3062	0.0	0.9208	0.0	0.8903	0.3827	0.0039	nan	0.0	0.0510	0.9301	0.8831	0.9553	0.0159	nan	0.6163	0.7879	0.0	0.5395	0.1405	0.2642	0.0	0.7033	0.0	0.6873	0.2692	0.0039	nan	0.0	0.0504	0.8058	0.6846	0.8918	0.0152
1.7345	3.25	1300	0.7344	0.1981	0.2408	0.8020	nan	0.8265	0.9419	0.0	0.6655	0.2651	0.3289	0.0	0.8955	0.0	0.9287	0.3132	0.0025	nan	0.0	0.0441	0.9441	0.8326	0.9535	0.0038	nan	0.6181	0.8262	0.0	0.5590	0.2097	0.2791	0.0	0.7209	0.0	0.6595	0.2361	0.0025	nan	0.0	0.0435	0.8101	0.6770	0.8919	0.0037
0.503	3.3	1320	0.7341	0.2007	0.2435	0.8049	nan	0.8159	0.9489	0.0000	0.6760	0.2614	0.3378	0.0	0.9006	0.0	0.9292	0.3407	0.0010	nan	0.0	0.0514	0.9348	0.8801	0.9461	0.0109	nan	0.6341	0.8229	0.0000	0.5710	0.2113	0.2896	0.0	0.7254	0.0	0.6609	0.2548	0.0010	nan	0.0	0.0506	0.8150	0.6818	0.8928	0.0104
0.9534	3.35	1340	0.7460	0.1989	0.2445	0.8018	nan	0.8386	0.9413	0.0000	0.6640	0.2679	0.3160	0.0	0.9280	0.0	0.9197	0.3413	0.0032	nan	0.0	0.0618	0.9076	0.9041	0.9575	0.0164	nan	0.6217	0.8250	0.0000	0.5617	0.2092	0.2755	0.0	0.6976	0.0	0.6699	0.2550	0.0032	nan	0.0	0.0608	0.8151	0.6609	0.8910	0.0155
0.5102	3.4	1360	0.7266	0.1983	0.2448	0.7992	nan	0.8432	0.9174	0.0002	0.7067	0.3293	0.3114	0.0	0.9249	0.0	0.8975	0.2826	0.0122	nan	0.0	0.0628	0.9442	0.8742	0.9577	0.0138	nan	0.5916	0.8339	0.0002	0.5500	0.2328	0.2615	0.0	0.6963	0.0	0.6757	0.2259	0.0122	nan	0.0	0.0619	0.8089	0.6905	0.8907	0.0133
0.5943	3.45	1380	0.7342	0.1983	0.2407	0.8025	nan	0.7623	0.9625	0.0002	0.6882	0.2666	0.3181	0.0	0.9237	0.0	0.9079	0.2950	0.0116	nan	0.0	0.0491	0.9399	0.8562	0.9539	0.0074	nan	0.6211	0.8161	0.0002	0.5471	0.2101	0.2825	0.0	0.7070	0.0	0.6731	0.2275	0.0116	nan	0.0	0.0486	0.8149	0.6858	0.8926	0.0072
0.6603	3.5	1400	0.7265	0.2020	0.2470	0.8048	nan	0.7967	0.9527	0.0003	0.6683	0.2973	0.3249	0.0	0.9264	0.0	0.9085	0.4317	0.0169	nan	0.0	0.0564	0.9261	0.8796	0.9558	0.0111	nan	0.6196	0.8251	0.0003	0.5359	0.2260	0.2849	0.0	0.7049	0.0	0.6876	0.2928	0.0167	nan	0.0	0.0557	0.8205	0.6918	0.8928	0.0107
0.9272	3.55	1420	0.7217	0.2023	0.2446	0.8060	nan	0.8113	0.9519	0.0002	0.6648	0.2952	0.3057	0.0	0.9174	0.0	0.9199	0.3752	0.0183	nan	0.0	0.0526	0.9390	0.8618	0.9471	0.0106	nan	0.6222	0.8241	0.0002	0.5682	0.2254	0.2712	0.0	0.7177	0.0	0.6772	0.2780	0.0182	nan	0.0	0.0520	0.8159	0.7024	0.8930	0.0102
1.9664	3.6	1440	0.7275	0.2028	0.2463	0.8034	nan	0.7487	0.9542	0.0	0.6869	0.3317	0.3404	0.0	0.9294	0.0	0.9121	0.3753	0.0210	nan	0.0	0.0587	0.9401	0.8612	0.9570	0.0112	nan	0.6260	0.8169	0.0	0.5669	0.2224	0.2824	0.0	0.7038	0.0	0.6788	0.2851	0.0210	nan	0.0	0.0578	0.8170	0.7098	0.8921	0.0108
0.7935	3.65	1460	0.7224	0.2030	0.2464	0.8035	nan	0.7912	0.9439	0.0	0.6756	0.3438	0.3620	0.0	0.9258	0.0	0.8999	0.3781	0.0154	nan	0.0	0.0559	0.9511	0.8201	0.9599	0.0099	nan	0.6257	0.8203	0.0	0.5785	0.2325	0.3075	0.0	0.7044	0.0	0.6851	0.2865	0.0154	nan	0.0	0.0551	0.8012	0.6852	0.8915	0.0096
0.5414	3.7	1480	0.7255	0.2034	0.2469	0.8051	nan	0.7975	0.9505	0.0	0.6565	0.3189	0.3205	0.0	0.9309	0.0	0.9005	0.4100	0.0154	nan	0.0	0.0672	0.9409	0.8685	0.9583	0.0126	nan	0.6191	0.8182	0.0	0.5795	0.2310	0.2786	0.0	0.7033	0.0	0.6907	0.2953	0.0154	nan	0.0	0.0660	0.8157	0.6960	0.8919	0.0122
0.4774	3.75	1500	0.7230	0.2018	0.2489	0.8028	nan	0.8123	0.9361	0.0004	0.6937	0.3052	0.3302	0.0	0.9284	0.0	0.8847	0.4392	0.0064	nan	0.0	0.0700	0.9370	0.8963	0.9600	0.0130	nan	0.6048	0.8288	0.0004	0.5533	0.2275	0.2803	0.0	0.7056	0.0	0.6927	0.2949	0.0064	nan	0.0	0.0685	0.8073	0.6839	0.8927	0.0126
0.8652	3.8	1520	0.7179	0.2034	0.2483	0.8057	nan	0.8122	0.9446	0.0006	0.7045	0.2763	0.3298	0.0	0.9099	0.0007	0.8978	0.4599	0.0037	nan	0.0	0.0695	0.9424	0.8780	0.9494	0.0151	nan	0.6139	0.8278	0.0006	0.5586	0.2192	0.2871	0.0	0.7319	0.0007	0.6901	0.2992	0.0037	nan	0.0	0.0679	0.8103	0.6918	0.8952	0.0144
0.8101	3.85	1540	0.7099	0.2054	0.2495	0.8068	nan	0.8168	0.9442	0.0013	0.6896	0.3112	0.3501	0.0	0.9176	0.0023	0.9052	0.4417	0.0070	nan	0.0	0.0739	0.9405	0.8544	0.9543	0.0230	nan	0.6140	0.8270	0.0013	0.5741	0.2312	0.3009	0.0	0.7227	0.0023	0.6907	0.3054	0.0070	nan	0.0	0.0724	0.8174	0.6943	0.8947	0.0219
0.4716	3.9	1560	0.7215	0.2059	0.2504	0.8057	nan	0.7579	0.9557	0.0	0.6718	0.3330	0.4066	0.0	0.9233	0.0021	0.9051	0.4749	0.0043	nan	0.0	0.0698	0.9398	0.8433	0.9575	0.0192	nan	0.6312	0.8179	0.0	0.5643	0.2275	0.3344	0.0	0.7179	0.0021	0.6892	0.3088	0.0043	nan	0.0	0.0685	0.8195	0.6977	0.8946	0.0183
0.5957	3.95	1580	0.7130	0.2051	0.2500	0.8057	nan	0.7880	0.9407	0.0005	0.6948	0.3767	0.3736	0.0	0.9214	0.0007	0.9205	0.3823	0.0052	nan	0.0	0.0737	0.9362	0.8562	0.9604	0.0202	nan	0.6285	0.8261	0.0005	0.5832	0.2421	0.3108	0.0	0.7168	0.0007	0.6791	0.2780	0.0052	nan	0.0	0.0720	0.8215	0.6922	0.8937	0.0193
0.4858	4.0	1600	0.7241	0.2061	0.2487	0.8071	nan	0.7916	0.9520	0.0000	0.6691	0.3454	0.3197	0.0	0.9151	0.0005	0.9131	0.4377	0.0069	nan	0.0	0.0813	0.9428	0.8544	0.9475	0.0316	nan	0.6308	0.8212	0.0000	0.5723	0.2374	0.2818	0.0	0.7253	0.0005	0.6886	0.3086	0.0069	nan	0.0	0.0791	0.8169	0.7064	0.8970	0.0297
0.7816	4.05	1620	0.7107	0.2070	0.2541	0.8072	nan	0.7876	0.9356	0.0012	0.7089	0.4167	0.3618	0.0	0.9289	0.0003	0.9053	0.4347	0.0079	nan	0.0	0.0813	0.9391	0.8811	0.9589	0.0356	nan	0.6311	0.8317	0.0012	0.5682	0.2617	0.3070	0.0	0.7094	0.0003	0.6926	0.3067	0.0079	nan	0.0	0.0793	0.8169	0.6886	0.8969	0.0331
1.235	4.1	1640	0.7169	0.2040	0.2481	0.8047	nan	0.8344	0.9375	0.0012	0.6585	0.3626	0.3023	0.0	0.9308	0.0	0.8847	0.3996	0.0219	nan	0.0	0.0822	0.9528	0.8195	0.9661	0.0315	nan	0.6084	0.8305	0.0012	0.5676	0.2527	0.2647	0.0	0.6949	0.0	0.6967	0.2960	0.0219	nan	0.0	0.0799	0.8027	0.6947	0.8916	0.0299
0.878	4.15	1660	0.7042	0.2075	0.2521	0.8077	nan	0.8169	0.9431	0.0016	0.6660	0.3595	0.3615	0.0	0.9224	0.0012	0.8959	0.4522	0.0092	nan	0.0	0.0884	0.9428	0.8542	0.9610	0.0448	nan	0.6199	0.8286	0.0016	0.5685	0.2531	0.3086	0.0	0.7228	0.0012	0.6937	0.3060	0.0092	nan	0.0	0.0854	0.8161	0.6954	0.8956	0.0414
0.4668	4.2	1680	0.7058	0.2072	0.2522	0.8079	nan	0.7920	0.9509	0.0022	0.6777	0.3193	0.4056	0.0	0.9314	0.0012	0.9057	0.4430	0.0131	nan	0.0	0.0889	0.9358	0.8574	0.9589	0.0398	nan	0.6304	0.8252	0.0022	0.5464	0.2353	0.3334	0.0	0.7067	0.0012	0.6928	0.3123	0.0131	nan	0.0	0.0860	0.8228	0.6967	0.8961	0.0367
0.5707	4.25	1700	0.7118	0.2066	0.2511	0.8078	nan	0.7897	0.9554	0.0017	0.6916	0.2956	0.3732	0.0	0.9278	0.0033	0.8920	0.4549	0.0179	nan	0.0	0.0863	0.9397	0.8536	0.9629	0.0415	nan	0.6343	0.8215	0.0017	0.5455	0.2294	0.3161	0.0	0.7124	0.0033	0.6938	0.3103	0.0179	nan	0.0	0.0838	0.8193	0.6966	0.8948	0.0384
0.5797	4.3	1720	0.7086	0.2062	0.2519	0.8068	nan	0.8054	0.9460	0.0022	0.6945	0.3038	0.3546	0.0	0.9279	0.0022	0.8877	0.4459	0.0216	nan	0.0	0.0979	0.9392	0.8795	0.9600	0.0457	nan	0.6251	0.8269	0.0022	0.5354	0.2322	0.3038	0.0	0.7130	0.0022	0.6962	0.3074	0.0215	nan	0.0	0.0943	0.8166	0.6911	0.8961	0.0421
0.5598	4.35	1740	0.7074	0.2066	0.2514	0.8076	nan	0.7741	0.9568	0.0023	0.6952	0.3044	0.3682	0.0	0.9261	0.0018	0.9178	0.4504	0.0117	nan	0.0	0.0907	0.9239	0.8825	0.9510	0.0399	nan	0.6325	0.8244	0.0023	0.5436	0.2262	0.3155	0.0	0.7181	0.0018	0.6864	0.3168	0.0117	nan	0.0	0.0876	0.8247	0.6935	0.8973	0.0368
0.5045	4.4	1760	0.6989	0.2082	0.2548	0.8081	nan	0.8051	0.9400	0.0060	0.7226	0.3321	0.3646	0.0	0.9226	0.0042	0.9079	0.4378	0.0352	nan	0.0	0.0977	0.9285	0.8997	0.9569	0.0471	nan	0.6270	0.8327	0.0060	0.5568	0.2402	0.3107	0.0	0.7236	0.0042	0.6944	0.3152	0.0351	nan	0.0	0.0938	0.8151	0.6756	0.8967	0.0432
0.6413	4.45	1780	0.6964	0.2083	0.2536	0.8086	nan	0.8154	0.9392	0.0046	0.7085	0.3325	0.3714	0.0	0.9323	0.0009	0.9159	0.4176	0.0375	nan	0.0	0.0928	0.9330	0.8704	0.9585	0.0386	nan	0.6221	0.8311	0.0046	0.5634	0.2422	0.3107	0.0	0.7094	0.0009	0.6875	0.3101	0.0374	nan	0.0	0.0897	0.8230	0.7109	0.8961	0.0359
0.4124	4.5	1800	0.6966	0.2073	0.2510	0.8082	nan	0.8128	0.9437	0.0041	0.7022	0.3170	0.3603	0.0	0.9165	0.0019	0.9312	0.3701	0.0351	nan	0.0	0.0933	0.9284	0.8769	0.9536	0.0349	nan	0.6218	0.8289	0.0041	0.5689	0.2387	0.3062	0.0	0.7300	0.0019	0.6717	0.2830	0.0350	nan	0.0	0.0896	0.8264	0.7059	0.8961	0.0324
0.7525	4.55	1820	0.6977	0.2083	0.2512	0.8093	nan	0.7950	0.9510	0.0042	0.6927	0.3215	0.3832	0.0	0.9196	0.0032	0.9185	0.3705	0.0380	nan	0.0	0.0928	0.9409	0.8624	0.9578	0.0394	nan	0.6322	0.8266	0.0042	0.5718	0.2380	0.3255	0.0	0.7286	0.0032	0.6795	0.2802	0.0379	nan	0.0	0.0893	0.8199	0.7035	0.8966	0.0363
0.5107	4.6	1840	0.7052	0.2103	0.2536	0.8098	nan	0.7891	0.9552	0.0023	0.6840	0.3377	0.3723	0.0	0.9226	0.0042	0.8949	0.4407	0.0442	nan	0.0	0.1019	0.9418	0.8706	0.9578	0.0499	nan	0.6323	0.8240	0.0023	0.5751	0.2387	0.3215	0.0	0.7268	0.0042	0.6983	0.3130	0.0439	nan	0.0	0.0977	0.8163	0.7045	0.8966	0.0453
0.5494	4.65	1860	0.7008	0.2101	0.2543	0.8093	nan	0.7941	0.9487	0.0037	0.6855	0.3536	0.3800	0.0	0.9144	0.0048	0.8886	0.4508	0.0377	nan	0.0	0.1000	0.9474	0.8781	0.9595	0.0447	nan	0.6299	0.8278	0.0037	0.5778	0.2464	0.3250	0.0	0.7361	0.0048	0.6984	0.3105	0.0375	nan	0.0	0.0959	0.8066	0.6962	0.8952	0.0408
0.8101	4.7	1880	0.6985	0.2098	0.2542	0.8089	nan	0.8058	0.9401	0.0052	0.6858	0.3842	0.3709	0.0	0.9193	0.0030	0.8981	0.4171	0.0502	nan	0.0	0.1001	0.9498	0.8683	0.9567	0.0332	nan	0.6256	0.8315	0.0052	0.5747	0.2603	0.3176	0.0	0.7287	0.0030	0.6929	0.3038	0.0498	nan	0.0	0.0961	0.8054	0.7003	0.8960	0.0311
0.4551	4.75	1900	0.6972	0.2098	0.2544	0.8094	nan	0.8039	0.9454	0.0031	0.6742	0.3683	0.3815	0.0	0.9239	0.0039	0.9232	0.4252	0.0398	nan	0.0	0.1033	0.9277	0.8741	0.9600	0.0364	nan	0.6269	0.8301	0.0031	0.5715	0.2504	0.3253	0.0	0.7233	0.0039	0.6836	0.3066	0.0395	nan	0.0	0.0988	0.8281	0.7042	0.8938	0.0337
0.6651	4.8	1920	0.7059	0.2087	0.2530	0.8083	nan	0.7631	0.9564	0.0028	0.6749	0.3318	0.4039	0.0	0.9283	0.0029	0.9136	0.4319	0.0313	nan	0.0	0.0995	0.9354	0.8815	0.9514	0.0410	nan	0.6344	0.8235	0.0028	0.5621	0.2316	0.3341	0.0	0.7208	0.0029	0.6895	0.3095	0.0311	nan	0.0	0.0959	0.8221	0.6921	0.8971	0.0375
0.7881	4.85	1940	0.7021	0.2092	0.2527	0.8090	nan	0.7774	0.9532	0.0037	0.6736	0.3401	0.3885	0.0	0.9207	0.0027	0.9142	0.4270	0.0378	nan	0.0	0.0945	0.9420	0.8686	0.9567	0.0392	nan	0.6358	0.8253	0.0037	0.5689	0.2356	0.3289	0.0	0.7279	0.0027	0.6870	0.3093	0.0376	nan	0.0	0.0911	0.8173	0.6998	0.8963	0.0361
0.7483	4.9	1960	0.7025	0.2097	0.2535	0.8094	nan	0.7800	0.9566	0.0021	0.6758	0.3336	0.3785	0.0	0.9281	0.0044	0.8957	0.4540	0.0452	nan	0.0	0.0954	0.9421	0.8763	0.9524	0.0442	nan	0.6352	0.8238	0.0021	0.5734	0.2339	0.3244	0.0	0.7202	0.0044	0.6983	0.3160	0.0448	nan	0.0	0.0923	0.8169	0.6967	0.8980	0.0403
0.5895	4.95	1980	0.7158	0.2087	0.2500	0.8087	nan	0.7581	0.9656	0.0014	0.6792	0.3140	0.3730	0.0	0.9158	0.0037	0.9072	0.4107	0.0384	nan	0.0	0.0908	0.9455	0.8569	0.9461	0.0427	nan	0.6370	0.8174	0.0014	0.5700	0.2286	0.3173	0.0	0.7346	0.0037	0.6900	0.3047	0.0382	nan	0.0	0.0880	0.8129	0.7060	0.8969	0.0394
0.5002	5.0	2000	0.6971	0.2096	0.2531	0.8097	nan	0.7927	0.9520	0.0024	0.6788	0.3430	0.3808	0.0	0.9184	0.0039	0.9263	0.4191	0.0338	nan	0.0	0.0998	0.9282	0.8789	0.9561	0.0395	nan	0.6336	0.8266	0.0024	0.5771	0.2395	0.3258	0.0	0.7300	0.0039	0.6806	0.3090	0.0336	nan	0.0	0.0956	0.8274	0.7002	0.8948	0.0364

Framework versions

Transformers 4.42.3
Pytorch 2.3.0+cu121
Datasets 2.20.0
Tokenizers 0.19.1

grantgreenwood
/

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

Model tree for grantgreenwood/segformer-b0-finetuned-segments-sidewalk-2

Evaluation results