segformer-b0-finetuned-segments-sidewalk-oct-22

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: 0.5881
Mean Iou: 0.2988
Mean Accuracy: 0.3613
Overall Accuracy: 0.8463
Accuracy Unlabeled: nan
Accuracy Flat-road: 0.8649
Accuracy Flat-sidewalk: 0.9502
Accuracy Flat-crosswalk: 0.5791
Accuracy Flat-cyclinglane: 0.7393
Accuracy Flat-parkingdriveway: 0.4485
Accuracy Flat-railtrack: nan
Accuracy Flat-curb: 0.4859
Accuracy Human-person: 0.7767
Accuracy Human-rider: 0.0
Accuracy Vehicle-car: 0.9341
Accuracy Vehicle-truck: 0.0
Accuracy Vehicle-bus: 0.0
Accuracy Vehicle-tramtrain: 0.0
Accuracy Vehicle-motorcycle: 0.0
Accuracy Vehicle-bicycle: 0.5642
Accuracy Vehicle-caravan: 0.0
Accuracy Vehicle-cartrailer: 0.0
Accuracy Construction-building: 0.8944
Accuracy Construction-door: 0.0
Accuracy Construction-wall: 0.4959
Accuracy Construction-fenceguardrail: 0.4208
Accuracy Construction-bridge: 0.0
Accuracy Construction-tunnel: nan
Accuracy Construction-stairs: 0.0
Accuracy Object-pole: 0.3432
Accuracy Object-trafficsign: 0.0
Accuracy Object-trafficlight: 0.0
Accuracy Nature-vegetation: 0.9466
Accuracy Nature-terrain: 0.8884
Accuracy Sky: 0.9698
Accuracy Void-ground: 0.0
Accuracy Void-dynamic: 0.0
Accuracy Void-static: 0.2614
Accuracy Void-unclear: 0.0
Iou Unlabeled: nan
Iou Flat-road: 0.7372
Iou Flat-sidewalk: 0.8540
Iou Flat-crosswalk: 0.4322
Iou Flat-cyclinglane: 0.6499
Iou Flat-parkingdriveway: 0.3421
Iou Flat-railtrack: nan
Iou Flat-curb: 0.3932
Iou Human-person: 0.5795
Iou Human-rider: 0.0
Iou Vehicle-car: 0.8033
Iou Vehicle-truck: 0.0
Iou Vehicle-bus: 0.0
Iou Vehicle-tramtrain: 0.0
Iou Vehicle-motorcycle: 0.0
Iou Vehicle-bicycle: 0.3104
Iou Vehicle-caravan: 0.0
Iou Vehicle-cartrailer: 0.0
Iou Construction-building: 0.7075
Iou Construction-door: 0.0
Iou Construction-wall: 0.3911
Iou Construction-fenceguardrail: 0.3791
Iou Construction-bridge: 0.0
Iou Construction-tunnel: nan
Iou Construction-stairs: 0.0
Iou Object-pole: 0.2524
Iou Object-trafficsign: 0.0
Iou Object-trafficlight: 0.0
Iou Nature-vegetation: 0.8559
Iou Nature-terrain: 0.7644
Iou Sky: 0.9219
Iou Void-ground: 0.0
Iou Void-dynamic: 0.0
Iou Void-static: 0.1876
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: 0.0001
train_batch_size: 4
eval_batch_size: 4
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 10

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-railtrack	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 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-railtrack	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 Object-pole	Iou Nature-vegetation	Iou Nature-terrain	Iou Sky	Iou Void-static
2.6446	0.1	20	2.9036	0.0732	0.1243	0.5841	nan	0.1650	0.9388	0.0	0.0110	0.0046	nan	0.0	0.0	0.8412	0.0	0.8181	0.0068	0.0002	nan	0.0	0.9482	0.0503	0.1924	0.0001	0.0	0.1551	0.5858	0.0	0.0109	0.0045	0.0	0.0	0.0	0.4684	0.0	0.4527	0.0065	0.0002	nan	0.0	0.5709	0.0419	0.1923	0.0001
2.2236	0.2	40	1.9829	0.1087	0.1536	0.6546	nan	0.7316	0.8821	0.0	0.0000	0.0012	nan	0.0000	0.0	0.7926	0.0	0.8106	0.0032	0.0	nan	0.0	0.9636	0.1494	0.5799	0.0	nan	0.4221	0.6904	0.0	0.0000	0.0012	nan	0.0000	0.0	0.5490	0.0	0.4808	0.0032	0.0	nan	0.0	0.6243	0.1322	0.5746	0.0
1.6689	0.3	60	1.6583	0.1325	0.1763	0.6901	nan	0.6909	0.9280	0.0	0.0	0.0008	nan	0.0000	0.0	0.8070	0.0	0.8276	0.0110	0.0	nan	0.0	0.9101	0.6704	0.7960	0.0	nan	0.4339	0.6869	0.0	0.0	0.0008	nan	0.0000	0.0	0.6051	0.0	0.5031	0.0108	0.0	nan	0.0	0.7312	0.5005	0.7680	0.0
1.5794	0.4	80	1.4876	0.1366	0.1825	0.7038	nan	0.7097	0.9350	0.0	0.0	0.0003	nan	0.0	0.0	0.8456	0.0	0.8642	0.0015	0.0	nan	0.0	0.9109	0.7571	0.8142	0.0	nan	0.4701	0.7084	0.0	0.0	0.0003	nan	0.0	0.0	0.6189	0.0	0.5059	0.0015	0.0	nan	0.0	0.7397	0.5460	0.7797	0.0
1.5229	0.5	100	1.4013	0.1359	0.1803	0.7076	nan	0.6886	0.9534	0.0	0.0347	0.0016	nan	0.0	0.0	0.8892	0.0	0.8217	0.0006	0.0	nan	0.0	0.9568	0.5926	0.8294	0.0	nan	0.5080	0.7029	0.0	0.0346	0.0016	nan	0.0	0.0	0.5598	0.0	0.5472	0.0006	0.0	nan	0.0	0.6971	0.5004	0.7969	0.0
1.2003	0.6	120	1.2425	0.1474	0.1965	0.7285	nan	0.7966	0.9182	0.0	0.1579	0.0008	nan	0.0	0.0	0.8939	0.0	0.8634	0.0000	0.0	nan	0.0	0.9261	0.8480	0.8819	0.0	nan	0.5148	0.7446	0.0	0.1559	0.0008	nan	0.0	0.0	0.5954	0.0	0.5441	0.0000	0.0	nan	0.0	0.7506	0.5912	0.8198	0.0
1.2507	0.7	140	1.2214	0.1562	0.2002	0.7378	nan	0.8805	0.8858	0.0	0.4127	0.0019	nan	0.0	0.0	0.8466	0.0	0.8672	0.0005	0.0	nan	0.0	0.9579	0.6735	0.8808	0.0	nan	0.5213	0.7597	0.0	0.3764	0.0019	nan	0.0	0.0	0.6704	0.0	0.5638	0.0005	0.0	nan	0.0	0.7209	0.5572	0.8258	0.0
1.2322	0.8	160	1.1794	0.1537	0.1993	0.7361	nan	0.7339	0.9511	0.0	0.3368	0.0055	nan	0.0	0.0	0.9218	0.0	0.7810	0.0017	0.0	nan	0.0	0.9360	0.7657	0.9447	0.0	nan	0.5275	0.7280	0.0	0.3161	0.0055	nan	0.0	0.0	0.6021	0.0	0.5550	0.0017	0.0	nan	0.0	0.7441	0.6084	0.8287	0.0
1.4998	0.9	180	1.0915	0.1633	0.2070	0.7543	nan	0.8040	0.9417	0.0	0.4433	0.0024	nan	0.0	0.0	0.8499	0.0	0.9059	0.0009	0.0	nan	0.0	0.9153	0.8368	0.9238	0.0	nan	0.5594	0.7627	0.0	0.3896	0.0024	nan	0.0	0.0	0.6526	0.0	0.5509	0.0009	0.0	nan	0.0	0.7779	0.6755	0.8528	0.0
0.9777	1.0	200	1.0430	0.1674	0.2097	0.7623	nan	0.8292	0.9417	0.0	0.5123	0.0048	nan	0.0009	0.0	0.8854	0.0	0.8897	0.0131	0.0	nan	0.0	0.9389	0.7870	0.9084	0.0	nan	0.5751	0.7711	0.0	0.4464	0.0048	nan	0.0009	0.0	0.6782	0.0	0.5701	0.0131	0.0	nan	0.0	0.7720	0.6698	0.8562	0.0
0.9326	1.1	220	1.0643	0.1551	0.2051	0.7343	nan	0.7976	0.9512	0.0	0.4709	0.0063	nan	0.0001	0.0	0.9118	0.0	0.8695	0.0038	0.0	nan	0.0	0.7454	0.8821	0.9252	0.0	nan	0.5785	0.7469	0.0	0.4200	0.0063	nan	0.0001	0.0	0.6615	0.0	0.5728	0.0038	0.0	nan	0.0	0.6639	0.4500	0.8600	0.0
1.1853	1.2	240	1.0255	0.1645	0.2065	0.7501	nan	0.6850	0.9636	0.0	0.4379	0.0078	nan	0.0006	0.0	0.8839	0.0	0.8852	0.0239	0.0	nan	0.0	0.9317	0.8506	0.9366	0.0	nan	0.5494	0.7233	0.0	0.3777	0.0077	nan	0.0006	0.0	0.6827	0.0	0.5818	0.0235	0.0	nan	0.0	0.7729	0.6805	0.8655	0.0
1.1844	1.3	260	0.9715	0.1677	0.2091	0.7599	nan	0.8100	0.9497	0.0	0.4492	0.0216	nan	0.0013	0.0	0.8900	0.0	0.8913	0.0401	0.0	nan	0.0000	0.9334	0.7794	0.9254	0.0000	nan	0.5640	0.7634	0.0	0.4075	0.0211	nan	0.0013	0.0	0.6789	0.0	0.5737	0.0388	0.0	nan	0.0000	0.7761	0.6731	0.8696	0.0000
0.8037	1.4	280	0.9345	0.1694	0.2120	0.7620	nan	0.8153	0.9338	0.0	0.5336	0.0190	nan	0.0096	0.0	0.8687	0.0	0.8660	0.0239	0.0	nan	0.0	0.9518	0.8266	0.9353	0.0	nan	0.5748	0.7621	0.0	0.4545	0.0187	nan	0.0095	0.0	0.7099	0.0	0.5969	0.0234	0.0	nan	0.0	0.7515	0.6518	0.8682	0.0
1.046	1.5	300	0.9362	0.1665	0.2063	0.7602	nan	0.8074	0.9552	0.0	0.4627	0.0251	nan	0.0132	0.0	0.8712	0.0	0.9206	0.0295	0.0	nan	0.0000	0.9472	0.6334	0.9373	0.0	nan	0.5877	0.7633	0.0	0.4225	0.0245	nan	0.0131	0.0	0.6925	0.0	0.5721	0.0285	0.0	nan	0.0000	0.7648	0.5827	0.8754	0.0
0.8823	1.6	320	0.9555	0.1726	0.2141	0.7562	nan	0.6423	0.9676	0.0	0.5346	0.0428	nan	0.0608	0.0	0.8740	0.0	0.9115	0.1039	0.0	nan	0.0	0.9256	0.8544	0.9354	0.0000	nan	0.5514	0.7267	0.0	0.4372	0.0407	nan	0.0585	0.0	0.6901	0.0	0.5904	0.0878	0.0	nan	0.0	0.7883	0.6758	0.8769	0.0000
0.7509	1.7	340	0.9001	0.1779	0.2237	0.7709	nan	0.9064	0.9093	0.0	0.5323	0.1030	nan	0.0284	0.0	0.9033	0.0	0.9072	0.1315	0.0	nan	0.0002	0.9072	0.8914	0.9371	0.0002	nan	0.5784	0.7877	0.0	0.4640	0.0934	nan	0.0277	0.0	0.6997	0.0	0.6068	0.1094	0.0	nan	0.0002	0.7947	0.6547	0.8762	0.0002
1.4454	1.8	360	0.8672	0.1819	0.2232	0.7747	nan	0.8583	0.9287	0.0018	0.5609	0.1483	nan	0.0427	0.0	0.8350	0.0	0.9246	0.1830	0.0	nan	0.0000	0.9426	0.7789	0.9388	0.0	nan	0.6006	0.7921	0.0018	0.4665	0.1287	nan	0.0418	0.0	0.7032	0.0	0.5769	0.1453	0.0	nan	0.0000	0.7918	0.6899	0.8831	0.0
1.0715	1.9	380	0.8731	0.1822	0.2251	0.7731	nan	0.7780	0.9396	0.0	0.6530	0.1692	nan	0.0842	0.0	0.8696	0.0	0.8489	0.1946	0.0	nan	0.0007	0.9709	0.7592	0.9323	0.0022	nan	0.6210	0.7887	0.0	0.5005	0.1439	nan	0.0808	0.0	0.7147	0.0	0.6286	0.1591	0.0	nan	0.0007	0.7136	0.5999	0.8767	0.0022
0.9872	2.0	400	0.8644	0.1814	0.2287	0.7679	nan	0.9228	0.8901	0.0	0.5135	0.1829	nan	0.0730	0.0	0.9320	0.0	0.8858	0.1816	0.0	nan	0.0001	0.8969	0.8870	0.9520	0.0006	nan	0.5509	0.7875	0.0	0.4591	0.1650	nan	0.0689	0.0	0.6744	0.0	0.6095	0.1509	0.0	nan	0.0001	0.7905	0.6681	0.8782	0.0006
0.9402	2.1	420	0.8389	0.1881	0.2315	0.7818	nan	0.8322	0.9390	0.0	0.5695	0.2419	nan	0.2642	0.0	0.9113	0.0	0.8622	0.1379	0.0	nan	0.0076	0.9714	0.7160	0.9485	0.0075	nan	0.6471	0.7996	0.0	0.4905	0.1948	nan	0.2126	0.0	0.6854	0.0	0.6175	0.1159	0.0	nan	0.0076	0.7514	0.6111	0.8784	0.0075
0.8086	2.2	440	0.8111	0.1975	0.2430	0.7900	nan	0.8340	0.9349	0.0	0.6432	0.2336	nan	0.3225	0.0	0.8310	0.0	0.9304	0.3000	0.0	nan	0.0017	0.9186	0.8714	0.9526	0.0019	nan	0.6502	0.8090	0.0	0.5334	0.1844	nan	0.2397	0.0	0.7169	0.0	0.5935	0.2089	0.0	nan	0.0017	0.8048	0.6888	0.8868	0.0019
0.8764	2.3	460	0.7955	0.1956	0.2410	0.7898	nan	0.8731	0.9284	0.0	0.5585	0.2978	nan	0.2489	0.0	0.9034	0.0	0.8977	0.2272	0.0	nan	0.0092	0.9343	0.8924	0.9346	0.0051	nan	0.6369	0.8102	0.0	0.4941	0.2258	nan	0.2154	0.0	0.7013	0.0	0.6180	0.1729	0.0	nan	0.0091	0.7948	0.6877	0.8877	0.0050
0.5838	2.4	480	0.7779	0.1984	0.2443	0.7934	nan	0.8579	0.9338	0.0219	0.6356	0.3655	nan	0.1993	0.0000	0.9151	0.0	0.9047	0.2618	0.0	nan	0.0106	0.9247	0.8154	0.9695	0.0029	nan	0.6396	0.8160	0.0219	0.5207	0.2520	nan	0.1786	0.0000	0.7051	0.0	0.6203	0.1896	0.0	nan	0.0105	0.8129	0.7016	0.8771	0.0029
1.2875	2.5	500	0.7613	0.1991	0.2422	0.7947	nan	0.8127	0.9518	0.0246	0.7146	0.2126	nan	0.1842	0.0028	0.8969	0.0	0.8676	0.3247	0.0	nan	0.0138	0.9529	0.8308	0.9494	0.0126	nan	0.6576	0.8048	0.0246	0.5380	0.1803	nan	0.1649	0.0028	0.7277	0.0	0.6375	0.2192	0.0	nan	0.0135	0.7849	0.7109	0.8922	0.0121
0.6721	2.6	520	0.7535	0.2130	0.2636	0.8017	nan	0.8805	0.9166	0.2113	0.6640	0.3623	nan	0.3572	0.0017	0.9307	0.0	0.8472	0.4867	0.0	nan	0.0110	0.9472	0.8436	0.9570	0.0187	nan	0.6645	0.8283	0.2069	0.5498	0.2632	nan	0.2810	0.0017	0.7005	0.0	0.6432	0.2494	0.0	nan	0.0108	0.8056	0.7092	0.8851	0.0173
0.6638	2.7	540	0.7462	0.2072	0.2495	0.8018	nan	0.8340	0.9531	0.2099	0.6785	0.1671	nan	0.2453	0.0013	0.9226	0.0	0.9109	0.2672	0.0	nan	0.0214	0.9429	0.8541	0.9533	0.0238	nan	0.6690	0.8096	0.2068	0.5655	0.1509	nan	0.2195	0.0013	0.7109	0.0	0.6292	0.1887	0.0	nan	0.0209	0.8074	0.7301	0.8983	0.0220
0.978	2.8	560	0.7408	0.2084	0.2538	0.7986	nan	0.8039	0.9309	0.2190	0.8212	0.2427	nan	0.2441	0.0110	0.9215	0.0	0.9296	0.2020	0.0	nan	0.0350	0.9274	0.8378	0.9518	0.0437	nan	0.6568	0.8125	0.2120	0.5344	0.1964	nan	0.2175	0.0110	0.7195	0.0	0.6137	0.1500	0.0	nan	0.0338	0.8339	0.7423	0.8955	0.0410
0.654	2.9	580	0.7562	0.2148	0.2672	0.7950	nan	0.7972	0.9253	0.3007	0.6560	0.4779	nan	0.2650	0.0224	0.9136	0.0	0.8899	0.4572	0.0	nan	0.0478	0.8980	0.9169	0.9524	0.0296	nan	0.6365	0.8171	0.2613	0.5745	0.2708	nan	0.2223	0.0224	0.7265	0.0	0.6664	0.2762	0.0	nan	0.0453	0.7805	0.6445	0.9008	0.0281
0.427	3.0	600	0.7294	0.2180	0.2615	0.8057	nan	0.9073	0.9191	0.3864	0.6607	0.3389	nan	0.2097	0.0261	0.8805	0.0	0.9396	0.2776	0.0	nan	0.0553	0.9380	0.8637	0.9350	0.0303	nan	0.6418	0.8283	0.3227	0.5986	0.2736	nan	0.1886	0.0260	0.7477	0.0	0.6196	0.2092	0.0	nan	0.0527	0.8182	0.7251	0.8956	0.0285
0.4829	3.1	620	0.7174	0.2226	0.2714	0.8035	nan	0.7341	0.9489	0.2510	0.7072	0.4433	nan	0.3186	0.0785	0.9233	0.0	0.8824	0.4427	0.0	nan	0.0811	0.9422	0.8826	0.9675	0.0825	nan	0.6433	0.8177	0.2251	0.5822	0.2480	nan	0.2623	0.0779	0.7399	0.0	0.6700	0.2810	0.0	nan	0.0738	0.8124	0.7220	0.8935	0.0739
0.8156	3.2	640	0.7023	0.2292	0.2758	0.8133	nan	0.9020	0.9250	0.2563	0.6719	0.3992	nan	0.2941	0.1677	0.9138	0.0019	0.9105	0.5084	0.0	nan	0.0722	0.9385	0.8559	0.9473	0.0624	nan	0.6589	0.8354	0.2415	0.5910	0.3009	nan	0.2484	0.1649	0.7474	0.0019	0.6694	0.2805	0.0	nan	0.0673	0.8256	0.7435	0.9028	0.0555
0.7138	3.3	660	0.7069	0.2279	0.2749	0.8092	nan	0.8287	0.9482	0.3510	0.6702	0.3620	nan	0.3297	0.2351	0.9397	0.0025	0.9130	0.2962	0.0000	nan	0.0865	0.9161	0.8831	0.9583	0.0772	nan	0.6930	0.8247	0.2957	0.5459	0.2651	nan	0.2782	0.2294	0.7291	0.0025	0.6440	0.2120	0.0000	nan	0.0793	0.8128	0.7087	0.9045	0.0688
0.6917	3.4	680	0.7028	0.2269	0.2739	0.8077	nan	0.8149	0.9433	0.3073	0.5962	0.4292	nan	0.3537	0.1186	0.9274	0.0009	0.9047	0.4330	0.0	nan	0.0956	0.9498	0.8324	0.9623	0.0971	nan	0.6718	0.8234	0.2649	0.5345	0.2617	nan	0.2900	0.1173	0.7382	0.0009	0.6571	0.2746	0.0	nan	0.0864	0.8218	0.7334	0.8996	0.0849
0.9325	3.5	700	0.6855	0.2374	0.2848	0.8158	nan	0.8325	0.9446	0.4574	0.7255	0.3362	nan	0.3317	0.2539	0.9209	0.0033	0.8843	0.4345	0.0	nan	0.0910	0.9536	0.8368	0.9573	0.1510	nan	0.6861	0.8344	0.3742	0.5966	0.2529	nan	0.2720	0.2421	0.7385	0.0033	0.6538	0.2749	0.0	nan	0.0835	0.8168	0.7370	0.9000	0.1323
0.5989	3.6	720	0.6805	0.2479	0.2980	0.8191	nan	0.8635	0.9373	0.4433	0.7377	0.3153	nan	0.3770	0.4409	0.8934	0.0660	0.8861	0.4853	0.0	nan	0.1566	0.9363	0.9031	0.9487	0.1443	nan	0.6924	0.8392	0.3558	0.6152	0.2621	nan	0.3052	0.4010	0.7701	0.0637	0.6449	0.2661	0.0	nan	0.1368	0.8341	0.7158	0.9041	0.1256
0.6463	3.7	740	0.6961	0.2427	0.2911	0.8170	nan	0.8652	0.9428	0.4865	0.5954	0.4087	nan	0.3786	0.4660	0.9244	0.0138	0.9135	0.3219	0.0001	nan	0.1248	0.9401	0.8902	0.9563	0.0872	nan	0.6906	0.8322	0.3576	0.5430	0.3092	nan	0.2937	0.4203	0.7447	0.0131	0.6471	0.2497	0.0001	nan	0.1142	0.8326	0.7372	0.9031	0.0789
0.7591	3.8	760	0.6612	0.2580	0.3138	0.8244	nan	0.8508	0.9313	0.5719	0.7780	0.4338	nan	0.3375	0.6091	0.9092	0.1580	0.9023	0.4899	0.0	nan	0.1601	0.9426	0.8625	0.9558	0.1474	nan	0.7094	0.8419	0.3247	0.6473	0.3145	nan	0.2901	0.5056	0.7800	0.1394	0.6658	0.2838	0.0	nan	0.1420	0.8403	0.7416	0.9069	0.1233
0.5534	3.9	780	0.6732	0.2532	0.3063	0.8181	nan	0.8214	0.9461	0.5042	0.6612	0.3922	nan	0.4129	0.5771	0.9359	0.0469	0.8828	0.4341	0.0002	nan	0.1264	0.9313	0.9053	0.9573	0.2661	nan	0.6922	0.8335	0.4137	0.5804	0.2705	nan	0.3330	0.4903	0.7471	0.0450	0.6712	0.2813	0.0002	nan	0.1168	0.8218	0.7088	0.9092	0.1879
0.5253	4.0	800	0.6851	0.2526	0.3064	0.8152	nan	0.7825	0.9559	0.5397	0.7223	0.4111	nan	0.3937	0.5704	0.9213	0.0866	0.9097	0.3959	0.0000	nan	0.1174	0.8933	0.8890	0.9628	0.2529	nan	0.6829	0.8305	0.4174	0.5845	0.2797	nan	0.3243	0.4921	0.7609	0.0810	0.6700	0.2668	0.0000	nan	0.1099	0.8165	0.6845	0.9037	0.1780
0.7711	4.1	820	0.6676	0.2542	0.3083	0.8201	nan	0.8437	0.9316	0.5681	0.7326	0.4147	nan	0.3457	0.6161	0.9313	0.1167	0.8849	0.3741	0.0008	nan	0.1325	0.9571	0.8486	0.9574	0.2110	nan	0.6873	0.8377	0.3471	0.5874	0.3225	nan	0.2941	0.5096	0.7620	0.1004	0.6810	0.2695	0.0008	nan	0.1181	0.8163	0.7409	0.9069	0.1537
0.707	4.2	840	0.6544	0.2666	0.3247	0.8257	nan	0.8754	0.9295	0.4642	0.7581	0.4803	nan	0.3356	0.6712	0.9103	0.3022	0.8921	0.5800	0.0	nan	0.2018	0.9160	0.9045	0.9600	0.2085	nan	0.7049	0.8479	0.4035	0.6244	0.3176	nan	0.2962	0.5501	0.7839	0.2270	0.6912	0.2901	0.0	nan	0.1745	0.8381	0.7161	0.9089	0.1575
0.3871	4.3	860	0.6769	0.2557	0.3102	0.8184	nan	0.7837	0.9498	0.4837	0.6756	0.4045	nan	0.4306	0.6623	0.9270	0.0860	0.8875	0.5056	0.0000	nan	0.1384	0.9505	0.8714	0.9552	0.2160	nan	0.6800	0.8332	0.3980	0.5833	0.2693	nan	0.3201	0.5166	0.7572	0.0793	0.6881	0.2960	0.0000	nan	0.1238	0.8248	0.7405	0.9098	0.1637
0.3875	4.4	880	0.6636	0.2572	0.3122	0.8214	nan	0.8858	0.9330	0.5198	0.6597	0.3446	nan	0.3893	0.6406	0.9311	0.0998	0.9076	0.4959	0.0013	nan	0.1958	0.9191	0.8930	0.9695	0.2060	nan	0.6752	0.8406	0.3812	0.5797	0.2876	nan	0.3076	0.5213	0.7672	0.0920	0.6889	0.3101	0.0013	nan	0.1681	0.8338	0.7172	0.9046	0.1554
0.3193	4.5	900	0.6542	0.2597	0.3132	0.8219	nan	0.8326	0.9582	0.4788	0.7010	0.3630	nan	0.3619	0.6338	0.9361	0.1771	0.9081	0.4641	0.0076	nan	0.2136	0.8987	0.9015	0.9614	0.2243	nan	0.7043	0.8323	0.4032	0.5934	0.2855	nan	0.3055	0.5127	0.7645	0.1567	0.6876	0.2943	0.0075	nan	0.1783	0.8255	0.6886	0.9085	0.1632
0.4406	4.6	920	0.6569	0.2614	0.3241	0.8187	nan	0.8827	0.8931	0.5627	0.7492	0.4866	nan	0.3742	0.6700	0.9376	0.1651	0.8695	0.4994	0.0318	nan	0.2074	0.9504	0.8615	0.9666	0.2622	nan	0.6811	0.8343	0.3170	0.6401	0.3189	nan	0.2997	0.5251	0.7588	0.1441	0.6967	0.3081	0.0312	nan	0.1656	0.8313	0.7308	0.9035	0.1784
0.5358	4.7	940	0.6500	0.2597	0.3110	0.8236	nan	0.8691	0.9456	0.5509	0.6797	0.4115	nan	0.3701	0.6042	0.8879	0.1980	0.9315	0.4259	0.0054	nan	0.1871	0.9234	0.8543	0.9585	0.1503	nan	0.6986	0.8374	0.3752	0.6046	0.3042	nan	0.3063	0.4954	0.7844	0.1822	0.6668	0.2805	0.0053	nan	0.1594	0.8424	0.7319	0.9097	0.1245
0.6313	4.8	960	0.6320	0.2673	0.3266	0.8278	nan	0.8247	0.9394	0.5275	0.8027	0.4413	nan	0.3894	0.6899	0.9403	0.2349	0.8570	0.5248	0.0266	nan	0.2259	0.9468	0.8795	0.9636	0.2359	nan	0.7012	0.8478	0.4074	0.6506	0.3106	nan	0.3286	0.5297	0.7582	0.1792	0.6927	0.2988	0.0263	nan	0.1773	0.8298	0.7318	0.9079	0.1767
0.3536	4.9	980	0.6347	0.2695	0.3225	0.8290	nan	0.8067	0.9585	0.5452	0.7794	0.4020	nan	0.3660	0.7025	0.9025	0.2276	0.9014	0.4827	0.0392	nan	0.2068	0.9458	0.8488	0.9537	0.2515	nan	0.7024	0.8392	0.4190	0.6574	0.3068	nan	0.3154	0.5403	0.7839	0.2015	0.6764	0.2990	0.0388	nan	0.1732	0.8356	0.7403	0.9103	0.1850
0.4556	5.0	1000	0.6622	0.2569	0.3150	0.8227	nan	0.8442	0.9340	0.6047	0.7161	0.4726	nan	0.4128	0.7259	0.9344	0.0922	0.9187	0.3290	0.0050	nan	0.1817	0.9212	0.8851	0.9671	0.1343	nan	0.6994	0.8458	0.3676	0.6354	0.3216	nan	0.3289	0.5432	0.7672	0.0816	0.6547	0.2310	0.0050	nan	0.1578	0.8300	0.7204	0.9092	0.1206
0.4591	5.1	1020	0.6507	0.2648	0.3244	0.8256	nan	0.8822	0.9379	0.5695	0.6632	0.4411	nan	0.3617	0.7320	0.9309	0.1561	0.8420	0.5086	0.0280	nan	0.2619	0.9492	0.8699	0.9623	0.2847	nan	0.6970	0.8414	0.3791	0.6022	0.3283	nan	0.2991	0.5071	0.7714	0.1242	0.6887	0.2880	0.0277	nan	0.2067	0.8351	0.7556	0.9135	0.2093
0.5285	5.2	1040	0.6560	0.2682	0.3265	0.8218	nan	0.7659	0.9305	0.5688	0.7382	0.5242	nan	0.4848	0.6590	0.9092	0.1483	0.9157	0.4034	0.0615	nan	0.2794	0.9405	0.9060	0.9620	0.2511	nan	0.6776	0.8350	0.4324	0.6042	0.3074	nan	0.3654	0.5356	0.7741	0.1338	0.6821	0.2853	0.0607	nan	0.2136	0.8388	0.7444	0.9136	0.1794
0.4361	5.3	1060	0.6255	0.2711	0.3246	0.8323	nan	0.8628	0.9391	0.5433	0.8105	0.3499	nan	0.4237	0.6427	0.9101	0.1850	0.9182	0.4471	0.0439	nan	0.2448	0.9329	0.8739	0.9652	0.2933	nan	0.7083	0.8463	0.4068	0.6505	0.2900	nan	0.3443	0.5433	0.7810	0.1652	0.6823	0.3011	0.0435	nan	0.1998	0.8500	0.7546	0.9110	0.1970
0.4952	5.4	1080	0.6550	0.2708	0.3276	0.8243	nan	0.7442	0.9626	0.5128	0.7462	0.4368	nan	0.4072	0.7272	0.9251	0.2467	0.9016	0.5444	0.0087	nan	0.2676	0.9317	0.8792	0.9622	0.2788	nan	0.6666	0.8202	0.4120	0.6328	0.3133	nan	0.3450	0.5479	0.7769	0.1962	0.6943	0.3191	0.0087	nan	0.2106	0.8527	0.7557	0.9140	0.1996
0.3561	5.5	1100	0.6307	0.2710	0.3310	0.8307	nan	0.8767	0.9299	0.5615	0.7294	0.4652	nan	0.4155	0.7589	0.9234	0.2777	0.8979	0.4442	0.0240	nan	0.2477	0.9423	0.8935	0.9645	0.2384	nan	0.7054	0.8493	0.4020	0.6369	0.3361	nan	0.3419	0.5484	0.7772	0.2010	0.6856	0.3081	0.0238	nan	0.1943	0.8398	0.7333	0.9128	0.1760
0.5354	5.6	1120	0.6387	0.2721	0.3312	0.8275	nan	0.7875	0.9516	0.5832	0.7279	0.4278	nan	0.4853	0.7450	0.9340	0.3487	0.9019	0.5119	0.0186	nan	0.2194	0.9566	0.8174	0.9629	0.2197	nan	0.6898	0.8340	0.4223	0.6318	0.3037	nan	0.3741	0.5537	0.7810	0.2291	0.6908	0.3200	0.0184	nan	0.1828	0.8404	0.7435	0.9153	0.1769
0.3437	5.7	1140	0.6174	0.2792	0.3423	0.8346	nan	0.8410	0.9443	0.5442	0.7439	0.4972	nan	0.4534	0.7617	0.9308	0.4301	0.8915	0.5431	0.0521	nan	0.2596	0.9355	0.8947	0.9595	0.2720	nan	0.7226	0.8471	0.4400	0.6482	0.3168	nan	0.3740	0.5410	0.7879	0.2574	0.7063	0.3265	0.0508	nan	0.2106	0.8479	0.7455	0.9171	0.1962
0.4298	5.8	1160	0.6134	0.2781	0.3353	0.8353	nan	0.8577	0.9386	0.5211	0.7719	0.4591	nan	0.4418	0.7563	0.9277	0.3321	0.9252	0.4237	0.0904	nan	0.2481	0.9335	0.8962	0.9621	0.2454	nan	0.7176	0.8498	0.4310	0.6682	0.3271	nan	0.3581	0.5549	0.7808	0.2378	0.6713	0.3008	0.0883	nan	0.2080	0.8506	0.7543	0.9174	0.1841
0.6889	5.9	1180	0.6136	0.2788	0.3369	0.8355	nan	0.8318	0.9517	0.5924	0.7928	0.3679	nan	0.4446	0.7324	0.9197	0.3977	0.9050	0.4513	0.1394	nan	0.2672	0.9468	0.8603	0.9680	0.2134	nan	0.7105	0.8455	0.4164	0.6613	0.3017	nan	0.3604	0.5448	0.7887	0.2619	0.6877	0.3169	0.1338	nan	0.2144	0.8462	0.7462	0.9155	0.1707
0.4294	6.0	1200	0.6237	0.2787	0.3372	0.8343	nan	0.8774	0.9479	0.5795	0.7154	0.3698	nan	0.3976	0.7525	0.9183	0.4412	0.9200	0.4551	0.1293	nan	0.3076	0.9386	0.8491	0.9612	0.2297	nan	0.7117	0.8500	0.4300	0.6318	0.3026	nan	0.3341	0.5519	0.7848	0.2811	0.6789	0.3069	0.1241	nan	0.2370	0.8482	0.7534	0.9164	0.1750
0.3842	6.1	1220	0.6013	0.2861	0.3502	0.8391	nan	0.8607	0.9402	0.5867	0.7663	0.4641	nan	0.4457	0.7530	0.9345	0.4567	0.8909	0.4718	0.2415	nan	0.3472	0.9365	0.9007	0.9691	0.2402	nan	0.7264	0.8525	0.4257	0.6615	0.3263	nan	0.3696	0.5470	0.7799	0.2428	0.7000	0.3559	0.2309	nan	0.2498	0.8444	0.7538	0.9154	0.1744
0.3414	6.2	1240	0.6057	0.2841	0.3458	0.8372	nan	0.8653	0.9294	0.5736	0.8022	0.4314	nan	0.4221	0.7446	0.9128	0.4779	0.9221	0.4615	0.2442	nan	0.3033	0.9383	0.8996	0.9713	0.1656	nan	0.7125	0.8481	0.4153	0.6647	0.3241	nan	0.3588	0.5569	0.7896	0.2746	0.6852	0.3387	0.2334	nan	0.2254	0.8512	0.7521	0.9160	0.1452
0.2668	6.3	1260	0.6107	0.2826	0.3450	0.8359	nan	0.8583	0.9382	0.5687	0.7657	0.4032	nan	0.4406	0.7619	0.9462	0.4559	0.9111	0.4298	0.2429	nan	0.3298	0.9344	0.8866	0.9681	0.1990	nan	0.7169	0.8450	0.4128	0.6378	0.3066	nan	0.3632	0.5477	0.7759	0.2558	0.6840	0.3300	0.2327	nan	0.2419	0.8551	0.7577	0.9192	0.1616
0.345	6.4	1280	0.6021	0.2856	0.3476	0.8376	nan	0.8565	0.9475	0.5464	0.7295	0.4149	nan	0.4622	0.7741	0.9269	0.4755	0.8993	0.5527	0.1694	nan	0.3497	0.9417	0.8722	0.9643	0.2404	nan	0.7249	0.8440	0.4423	0.6305	0.3065	nan	0.3753	0.5470	0.7960	0.2836	0.7073	0.3537	0.1610	nan	0.2510	0.8510	0.7626	0.9202	0.1828
0.5035	6.5	1300	0.6096	0.2843	0.3532	0.8321	nan	0.8155	0.9197	0.6216	0.8217	0.4931	nan	0.4721	0.7753	0.9274	0.5045	0.9012	0.5240	0.1959	nan	0.3288	0.9487	0.8548	0.9681	0.2306	nan	0.7139	0.8361	0.3180	0.6709	0.3177	nan	0.3877	0.5664	0.7972	0.2867	0.7039	0.3595	0.1869	nan	0.2409	0.8500	0.7600	0.9195	0.1806
0.4929	6.6	1320	0.5924	0.2927	0.3533	0.8429	nan	0.8576	0.9476	0.5682	0.7956	0.4425	nan	0.4412	0.7597	0.8999	0.4884	0.9014	0.5541	0.2743	nan	0.3219	0.9345	0.9021	0.9714	0.2466	nan	0.7308	0.8552	0.4243	0.6894	0.3305	nan	0.3699	0.5736	0.8015	0.3291	0.7071	0.3793	0.2500	nan	0.2393	0.8447	0.7398	0.9170	0.1852
0.3436	6.7	1340	0.5995	0.2838	0.3429	0.8384	nan	0.8742	0.9381	0.5760	0.7711	0.4374	nan	0.4228	0.7859	0.9308	0.4498	0.9159	0.4172	0.1522	nan	0.2774	0.9524	0.8462	0.9683	0.2565	nan	0.7204	0.8513	0.4114	0.6822	0.3266	nan	0.3601	0.5441	0.7848	0.3261	0.6896	0.3091	0.1470	nan	0.2188	0.8459	0.7607	0.9183	0.1861
0.7377	6.8	1360	0.6134	0.2833	0.3463	0.8354	nan	0.8362	0.9553	0.5929	0.7248	0.4510	nan	0.4497	0.7811	0.9095	0.5309	0.9113	0.4732	0.1200	nan	0.3126	0.9227	0.9004	0.9666	0.2439	nan	0.7292	0.8460	0.4295	0.6422	0.3253	nan	0.3596	0.5413	0.7990	0.3584	0.6972	0.3199	0.1156	nan	0.2365	0.8455	0.7276	0.9192	0.1726
0.4128	6.9	1380	0.6006	0.2878	0.3553	0.8391	nan	0.8415	0.9462	0.6214	0.7366	0.4697	nan	0.4957	0.7677	0.9305	0.6027	0.8901	0.5046	0.2026	nan	0.2951	0.9465	0.8840	0.9614	0.2743	nan	0.7322	0.8519	0.4002	0.6451	0.3300	nan	0.3886	0.5512	0.7940	0.3177	0.7060	0.3487	0.1921	nan	0.2287	0.8469	0.7604	0.9208	0.1936
0.4907	7.0	1400	0.6117	0.2858	0.3455	0.8376	nan	0.8634	0.9474	0.5965	0.7312	0.4186	nan	0.4155	0.7470	0.9203	0.5297	0.9243	0.4433	0.2116	nan	0.2940	0.9311	0.8932	0.9692	0.2194	nan	0.7268	0.8486	0.4166	0.6316	0.3267	nan	0.3552	0.5937	0.8002	0.3162	0.6794	0.3256	0.1987	nan	0.2328	0.8514	0.7513	0.9192	0.1712
0.4294	7.1	1420	0.6113	0.2919	0.3560	0.8385	nan	0.8568	0.9325	0.6310	0.7411	0.4957	nan	0.4646	0.7486	0.9336	0.5143	0.8965	0.4609	0.3225	nan	0.3558	0.9469	0.8690	0.9707	0.2502	nan	0.7284	0.8455	0.3658	0.6479	0.3335	nan	0.3784	0.5995	0.7964	0.3039	0.6996	0.3631	0.3026	nan	0.2534	0.8554	0.7669	0.9180	0.1809
0.3443	7.2	1440	0.5995	0.2913	0.3533	0.8400	nan	0.8612	0.9478	0.5732	0.7560	0.4347	nan	0.4262	0.7650	0.9334	0.5207	0.9054	0.4590	0.3551	nan	0.3457	0.9247	0.8845	0.9716	0.2411	nan	0.7276	0.8468	0.4115	0.6580	0.3226	nan	0.3623	0.5876	0.7949	0.2886	0.6991	0.3612	0.3291	nan	0.2508	0.8487	0.7406	0.9172	0.1762
0.3951	7.3	1460	0.5993	0.2881	0.3512	0.8389	nan	0.8361	0.9493	0.5587	0.7858	0.4044	nan	0.4564	0.7742	0.9285	0.5710	0.9064	0.4519	0.2775	nan	0.3373	0.9471	0.8486	0.9723	0.2314	nan	0.7132	0.8495	0.4238	0.6330	0.3179	nan	0.3756	0.5680	0.7991	0.2852	0.6937	0.3453	0.2636	nan	0.2459	0.8534	0.7632	0.9170	0.1723
0.2938	7.4	1480	0.5979	0.2917	0.3518	0.8414	nan	0.8454	0.9501	0.5647	0.7701	0.4146	nan	0.4512	0.7719	0.9103	0.5378	0.9112	0.4758	0.3094	nan	0.3269	0.9511	0.8692	0.9649	0.2323	nan	0.7207	0.8505	0.4227	0.6485	0.3229	nan	0.3762	0.5570	0.8052	0.3362	0.6955	0.3548	0.2909	nan	0.2420	0.8549	0.7673	0.9201	0.1700
0.3063	7.5	1500	0.6103	0.2915	0.3522	0.8394	nan	0.8513	0.9569	0.5581	0.7077	0.4143	nan	0.3906	0.7775	0.9367	0.4860	0.8950	0.5014	0.3608	nan	0.3768	0.9326	0.8919	0.9663	0.2673	nan	0.7188	0.8446	0.4269	0.6124	0.3294	nan	0.3401	0.5628	0.7936	0.3101	0.7025	0.3740	0.3336	nan	0.2626	0.8565	0.7535	0.9210	0.1848
0.4145	7.6	1520	0.6139	0.2870	0.3462	0.8375	nan	0.8695	0.9446	0.5545	0.6713	0.4503	nan	0.4578	0.7690	0.9225	0.4519	0.9195	0.4797	0.2639	nan	0.3073	0.9363	0.8959	0.9690	0.2163	nan	0.7244	0.8468	0.4270	0.5928	0.3406	nan	0.3668	0.5579	0.8011	0.3160	0.6902	0.3466	0.2489	nan	0.2337	0.8549	0.7506	0.9195	0.1673
0.9153	7.7	1540	0.6055	0.2901	0.3539	0.8373	nan	0.8256	0.9482	0.5821	0.7362	0.4750	nan	0.4594	0.7786	0.9368	0.4499	0.8786	0.5140	0.2710	nan	0.3504	0.9374	0.8967	0.9696	0.3158	nan	0.7159	0.8463	0.4322	0.6072	0.3435	nan	0.3800	0.5541	0.7938	0.3016	0.7086	0.3710	0.2589	nan	0.2577	0.8505	0.7452	0.9191	0.1964
0.3268	7.8	1560	0.6009	0.2911	0.3532	0.8407	nan	0.8675	0.9404	0.5684	0.7250	0.4900	nan	0.4666	0.7657	0.9205	0.5209	0.9170	0.5335	0.2576	nan	0.3168	0.9390	0.8789	0.9671	0.2280	nan	0.7273	0.8501	0.4168	0.6399	0.3439	nan	0.3778	0.5709	0.8027	0.3164	0.6985	0.3665	0.2401	nan	0.2423	0.8595	0.7642	0.9212	0.1759
0.4042	7.9	1580	0.5907	0.2940	0.3564	0.8436	nan	0.8629	0.9405	0.5990	0.7337	0.4989	nan	0.4793	0.7556	0.9333	0.4932	0.9074	0.5340	0.3461	nan	0.3155	0.9464	0.8863	0.9658	0.2071	nan	0.7331	0.8538	0.4141	0.6457	0.3494	nan	0.3874	0.5881	0.7962	0.2864	0.7063	0.3829	0.3137	nan	0.2380	0.8578	0.7657	0.9210	0.1687
0.4915	8.0	1600	0.5805	0.2976	0.3593	0.8458	nan	0.8618	0.9395	0.5801	0.7933	0.4558	nan	0.4925	0.7563	0.9391	0.4860	0.8979	0.5390	0.4165	nan	0.3220	0.9466	0.8853	0.9648	0.2215	nan	0.7311	0.8544	0.4294	0.6731	0.3421	nan	0.3934	0.6052	0.7928	0.2803	0.7124	0.3900	0.3612	nan	0.2420	0.8564	0.7633	0.9208	0.1752
0.4564	8.1	1620	0.5909	0.2975	0.3610	0.8440	nan	0.8619	0.9410	0.5701	0.7384	0.4921	nan	0.4827	0.7838	0.9279	0.5328	0.9000	0.4814	0.4299	nan	0.3525	0.9441	0.9024	0.9651	0.2475	nan	0.7357	0.8515	0.4326	0.6508	0.3435	nan	0.3904	0.5702	0.8007	0.2983	0.7060	0.3913	0.3839	nan	0.2573	0.8514	0.7541	0.9211	0.1825
0.4293	8.2	1640	0.6016	0.2936	0.3568	0.8418	nan	0.8488	0.9535	0.5645	0.7347	0.4343	nan	0.4671	0.7780	0.9347	0.5543	0.9067	0.4645	0.3615	nan	0.3499	0.9274	0.9089	0.9687	0.2600	nan	0.7298	0.8479	0.4386	0.6442	0.3341	nan	0.3834	0.5715	0.7976	0.2911	0.6990	0.3703	0.3328	nan	0.2537	0.8524	0.7378	0.9213	0.1892
0.2416	8.3	1660	0.5930	0.2960	0.3567	0.8451	nan	0.8627	0.9523	0.5585	0.7374	0.4508	nan	0.4778	0.7690	0.9195	0.5584	0.8988	0.4868	0.3511	nan	0.3384	0.9519	0.8790	0.9689	0.2518	nan	0.7371	0.8516	0.4397	0.6510	0.3411	nan	0.3888	0.5760	0.8089	0.3068	0.7035	0.3740	0.3219	nan	0.2455	0.8547	0.7661	0.9207	0.1857
0.474	8.4	1680	0.5887	0.2968	0.3623	0.8446	nan	0.8520	0.9483	0.5958	0.7393	0.4958	nan	0.4858	0.7934	0.9286	0.5722	0.8975	0.5263	0.3477	nan	0.3560	0.9466	0.8638	0.9745	0.2685	nan	0.7394	0.8504	0.4320	0.6534	0.3434	nan	0.3952	0.5589	0.8037	0.3123	0.7126	0.3813	0.3195	nan	0.2577	0.8598	0.7705	0.9179	0.1891
0.7499	8.5	1700	0.5912	0.2969	0.3622	0.8429	nan	0.8376	0.9494	0.5958	0.7615	0.4718	nan	0.4667	0.7842	0.9141	0.5775	0.9007	0.5435	0.3685	nan	0.3537	0.9321	0.9052	0.9709	0.2569	nan	0.7311	0.8501	0.4380	0.6496	0.3393	nan	0.3869	0.5726	0.8112	0.3299	0.7124	0.3851	0.3354	nan	0.2580	0.8530	0.7413	0.9208	0.1863
0.3122	8.6	1720	0.5893	0.2950	0.3559	0.8435	nan	0.8625	0.9424	0.5925	0.7487	0.4691	nan	0.4895	0.7853	0.9243	0.5009	0.9190	0.4775	0.3233	nan	0.3342	0.9466	0.8685	0.9681	0.2382	nan	0.7296	0.8538	0.4289	0.6504	0.3395	nan	0.3980	0.5691	0.8038	0.3235	0.6949	0.3672	0.3033	nan	0.2485	0.8586	0.7664	0.9228	0.1826
0.4643	8.7	1740	0.5790	0.2978	0.3629	0.8454	nan	0.8425	0.9357	0.5978	0.8333	0.4818	nan	0.5086	0.7809	0.9420	0.5146	0.8946	0.5240	0.3464	nan	0.3436	0.9468	0.8926	0.9658	0.2632	nan	0.7326	0.8559	0.4279	0.6736	0.3453	nan	0.4089	0.5846	0.7928	0.3042	0.7079	0.3830	0.3168	nan	0.2545	0.8582	0.7638	0.9225	0.1969
0.4116	8.8	1760	0.5820	0.2977	0.3611	0.8465	nan	0.8533	0.9489	0.5951	0.7959	0.4441	nan	0.4867	0.7812	0.9328	0.5563	0.9081	0.4951	0.3623	nan	0.3574	0.9371	0.8924	0.9654	0.2426	nan	0.7344	0.8561	0.4307	0.6806	0.3428	nan	0.3969	0.5798	0.8034	0.3147	0.7025	0.3742	0.3268	nan	0.2597	0.8580	0.7590	0.9230	0.1833
0.3642	8.9	1780	0.5825	0.2992	0.3612	0.8464	nan	0.8459	0.9514	0.5853	0.7834	0.4573	nan	0.4848	0.7784	0.9270	0.5579	0.9058	0.4744	0.3935	nan	0.3623	0.9419	0.8927	0.9659	0.2505	nan	0.7352	0.8545	0.4346	0.6736	0.3430	nan	0.3968	0.5806	0.8086	0.3254	0.7030	0.3787	0.3601	nan	0.2615	0.8548	0.7584	0.9230	0.1835
0.3355	9.0	1800	0.5826	0.2994	0.3636	0.8459	nan	0.8603	0.9413	0.5917	0.7590	0.4987	nan	0.5007	0.7845	0.9374	0.5508	0.8996	0.4774	0.4227	nan	0.3510	0.9467	0.8837	0.9653	0.2642	nan	0.7357	0.8555	0.4223	0.6648	0.3500	nan	0.4009	0.5832	0.8002	0.3057	0.7050	0.3839	0.3773	nan	0.2590	0.8559	0.7678	0.9229	0.1900
0.3793	9.1	1820	0.5882	0.2978	0.3613	0.8447	nan	0.8496	0.9467	0.5920	0.7591	0.4889	nan	0.5053	0.7759	0.9374	0.5241	0.9129	0.4975	0.3962	nan	0.3467	0.9294	0.8948	0.9636	0.2414	nan	0.7405	0.8545	0.4316	0.6590	0.3488	nan	0.4008	0.5891	0.7990	0.3005	0.7028	0.3844	0.3574	nan	0.2570	0.8520	0.7453	0.9236	0.1823
0.2793	9.2	1840	0.5878	0.2974	0.3616	0.8446	nan	0.8513	0.9463	0.5973	0.7588	0.5000	nan	0.4986	0.7865	0.9334	0.5269	0.9034	0.4835	0.3733	nan	0.3521	0.9342	0.8937	0.9654	0.2658	nan	0.7408	0.8537	0.4275	0.6630	0.3483	nan	0.4014	0.5750	0.8024	0.3071	0.7035	0.3766	0.3445	nan	0.2565	0.8533	0.7524	0.9224	0.1887
0.3716	9.3	1860	0.5903	0.2961	0.3573	0.8455	nan	0.8684	0.9481	0.5853	0.7523	0.4617	nan	0.4910	0.7798	0.9249	0.5365	0.9166	0.4795	0.3358	nan	0.3293	0.9398	0.8781	0.9679	0.2395	nan	0.7364	0.8548	0.4289	0.6600	0.3465	nan	0.3954	0.5684	0.8093	0.3222	0.6978	0.3660	0.3115	nan	0.2477	0.8597	0.7694	0.9220	0.1779
0.3073	9.4	1880	0.5829	0.2971	0.3572	0.8471	nan	0.8683	0.9506	0.5674	0.7611	0.4517	nan	0.5018	0.7762	0.9282	0.5395	0.9162	0.4836	0.3563	nan	0.3141	0.9427	0.8766	0.9691	0.2265	nan	0.7407	0.8562	0.4418	0.6648	0.3464	nan	0.3993	0.5748	0.8072	0.3174	0.6974	0.3692	0.3253	nan	0.2385	0.8599	0.7719	0.9217	0.1733
0.2746	9.5	1900	0.5797	0.2978	0.3595	0.8471	nan	0.8629	0.9477	0.5770	0.7784	0.4531	nan	0.4984	0.7777	0.9258	0.5575	0.9103	0.4861	0.3582	nan	0.3287	0.9462	0.8830	0.9698	0.2437	nan	0.7410	0.8565	0.4411	0.6698	0.3466	nan	0.3982	0.5803	0.8092	0.3144	0.7000	0.3715	0.3289	nan	0.2446	0.8575	0.7704	0.9218	0.1790
0.3607	9.6	1920	0.5941	0.2970	0.3575	0.8456	nan	0.8571	0.9580	0.5710	0.7238	0.4492	nan	0.4884	0.7706	0.9305	0.5505	0.9117	0.4975	0.3714	nan	0.3271	0.9358	0.8878	0.9665	0.2429	nan	0.7387	0.8515	0.4434	0.6432	0.3427	nan	0.3884	0.5768	0.8068	0.3156	0.7027	0.3808	0.3404	nan	0.2459	0.8600	0.7649	0.9235	0.1797
0.551	9.7	1940	0.5854	0.2979	0.3612	0.8452	nan	0.8724	0.9397	0.5686	0.7450	0.4752	nan	0.5028	0.7750	0.9353	0.5518	0.9036	0.5075	0.3871	nan	0.3322	0.9442	0.8904	0.9713	0.2548	nan	0.7333	0.8548	0.4334	0.6499	0.3496	nan	0.3970	0.5874	0.8014	0.3017	0.7046	0.3878	0.3525	nan	0.2472	0.8574	0.7654	0.9218	0.1864
0.417	9.8	1960	0.5867	0.2993	0.3616	0.8462	nan	0.8696	0.9473	0.5746	0.7423	0.4598	nan	0.4883	0.7754	0.9295	0.5606	0.9018	0.4964	0.4181	nan	0.3385	0.9421	0.8914	0.9685	0.2674	nan	0.7348	0.8543	0.4322	0.6508	0.3474	nan	0.3945	0.5816	0.8074	0.3141	0.7062	0.3905	0.3765	nan	0.2517	0.8584	0.7636	0.9229	0.1896
0.3938	9.9	1980	0.5864	0.2984	0.3604	0.8458	nan	0.8685	0.9452	0.5814	0.7414	0.4627	nan	0.4926	0.7724	0.9271	0.5601	0.9028	0.4875	0.4032	nan	0.3355	0.9493	0.8861	0.9661	0.2511	nan	0.7348	0.8543	0.4299	0.6507	0.3471	nan	0.3960	0.5810	0.8082	0.3151	0.7047	0.3855	0.3669	nan	0.2480	0.8549	0.7663	0.9226	0.1842
0.3931	10.0	2000	0.5881	0.2988	0.3613	0.8463	nan	0.8649	0.9502	0.5791	0.7393	0.4485	nan	0.4859	0.7767	0.9341	0.5642	0.8944	0.4959	0.4208	nan	0.3432	0.9466	0.8884	0.9698	0.2614	nan	0.7372	0.8540	0.4322	0.6499	0.3421	nan	0.3932	0.5795	0.8033	0.3104	0.7075	0.3911	0.3791	nan	0.2524	0.8559	0.7644	0.9219	0.1876

Framework versions

Transformers 4.35.2
Pytorch 2.1.0+cu121
Datasets 2.16.1
Tokenizers 0.15.0

ItDoBe
/

segformer-b0-finetuned-segments-sidewalk-oct-22

segformer-b0-finetuned-segments-sidewalk-oct-22

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-oct-22

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