segformer-b0-finetuned-segments-Sixgun8-12-2024

This model is a fine-tuned version of nvidia/mit-b0 on the Saad287/SIXRay_Gun dataset. It achieves the following results on the evaluation set:

Loss: 0.0525
Mean Iou: 0.3669
Mean Accuracy: 0.4931
Overall Accuracy: 0.7435
Accuracy No-label: nan
Accuracy Object1: 0.7624
Accuracy Object2: 0.7149
Accuracy Object3: 0.7010
Accuracy Object4: 0.7802
Accuracy Object5: 0.0
Accuracy Object6: 0.0
Iou No-label: 0.0
Iou Object1: 0.6984
Iou Object2: 0.5866
Iou Object3: 0.5845
Iou Object4: 0.6987
Iou Object5: 0.0
Iou Object6: 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: 20

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy No-label	Accuracy Object1	Accuracy Object2	Accuracy Object3	Accuracy Object4	Iou Object1	Iou Object2	Iou Object3	Iou Object4
1.7782	0.0521	20	1.8156	0.1047	0.1685	0.5259	nan	0.7663	0.1442	0.0138	0.0867	0.5316	0.1080	0.0130	0.0800
1.3731	0.1042	40	1.3167	0.0827	0.1326	0.4417	nan	0.6303	0.1616	0.0030	0.0010	0.4652	0.1100	0.0030	0.0010
1.1656	0.1562	60	1.0239	0.0622	0.0936	0.3416	nan	0.5278	0.0336	0.0002	0.0000	0.4050	0.0305	0.0002	0.0000
1.1038	0.2083	80	1.0165	0.0656	0.0958	0.3344	nan	0.5004	0.0688	0.0056	0.0	0.3910	0.0628	0.0055	0.0
0.8362	0.2604	100	0.7691	0.0657	0.1018	0.3816	nan	0.6024	0.0084	0.0	0.0	0.4513	0.0083	0.0	0.0
0.8617	0.3125	120	0.7640	0.0689	0.1120	0.4231	nan	0.6721	0.0	0.0001	0.0	0.4825	0.0	0.0001	0.0
0.7336	0.3646	140	0.6613	0.0787	0.1173	0.4084	nan	0.6054	0.0985	0.0	0.0	0.4588	0.0922	0.0	0.0
0.6378	0.4167	160	0.5603	0.0652	0.1007	0.3747	nan	0.5883	0.0158	0.0	0.0	0.4405	0.0156	0.0	0.0
0.519	0.4688	180	0.4807	0.0686	0.1100	0.4150	nan	0.6586	0.0012	0.0	0.0	0.4790	0.0012	0.0	0.0
0.4605	0.5208	200	0.4260	0.0529	0.0748	0.2687	nan	0.4094	0.0395	0.0	0.0	0.3322	0.0382	0.0	0.0
0.3794	0.5729	220	0.3728	0.0718	0.1153	0.4335	nan	0.6860	0.0061	0.0	0.0	0.4966	0.0061	0.0	0.0
0.3126	0.625	240	0.3026	0.0629	0.0980	0.3700	nan	0.5876	0.0003	0.0	0.0	0.4397	0.0003	0.0	0.0
0.3172	0.6771	260	0.2531	0.0662	0.1048	0.3954	nan	0.6277	0.0010	0.0	0.0	0.4623	0.0010	0.0	0.0
0.2594	0.7292	280	0.2728	0.0729	0.1168	0.4360	nan	0.6860	0.0150	0.0	0.0	0.4957	0.0149	0.0	0.0
0.2466	0.7812	300	0.2516	0.0752	0.1250	0.4707	nan	0.7459	0.0039	0.0	0.0	0.5222	0.0039	0.0	0.0
0.2188	0.8333	320	0.1916	0.0679	0.1079	0.4062	nan	0.6435	0.0040	0.0	0.0	0.4711	0.0040	0.0	0.0
0.1815	0.8854	340	0.1924	0.0567	0.0847	0.3199	nan	0.5081	0.0000	0.0	0.0	0.3968	0.0000	0.0	0.0
0.1639	0.9375	360	0.1626	0.0793	0.1176	0.4106	nan	0.6105	0.0951	0.0	0.0	0.4655	0.0895	0.0	0.0
0.1177	0.9896	380	0.1573	0.0711	0.1067	0.3870	nan	0.5949	0.0450	0.0	0.0	0.4531	0.0442	0.0	0.0
0.1432	1.0417	400	0.1543	0.0839	0.1232	0.4253	nan	0.6256	0.1136	0.0	0.0	0.4783	0.1087	0.0	0.0
0.2525	1.0938	420	0.1413	0.0866	0.1202	0.3658	nan	0.4713	0.2496	0.0	0.0	0.3990	0.2073	0.0	0.0
0.1047	1.1458	440	0.1229	0.0908	0.1293	0.4287	nan	0.6069	0.1687	0.0	0.0	0.4812	0.1542	0.0	0.0
0.1277	1.1979	460	0.1219	0.0941	0.1363	0.4537	nan	0.6447	0.1728	0.0	0.0	0.4980	0.1609	0.0	0.0
0.0778	1.25	480	0.1250	0.1026	0.1494	0.4933	nan	0.6954	0.2008	0.0	0.0	0.5317	0.1863	0.0	0.0
0.0668	1.3021	500	0.1154	0.1050	0.1440	0.4294	nan	0.5395	0.3246	0.0	0.0	0.4578	0.2770	0.0	0.0
0.1661	1.3542	520	0.1177	0.1237	0.1812	0.5401	nan	0.6781	0.4090	0.0	0.0	0.5396	0.3262	0.0	0.0
0.2616	1.4062	540	0.1057	0.1056	0.1470	0.4639	nan	0.6230	0.2589	0.0	0.0	0.5023	0.2369	0.0	0.0
0.0671	1.4583	560	0.1085	0.1149	0.1620	0.4624	nan	0.5481	0.4239	0.0	0.0	0.4707	0.3333	0.0	0.0
0.1094	1.5104	580	0.1005	0.1166	0.1634	0.5047	nan	0.6617	0.3185	0.0	0.0	0.5293	0.2867	0.0	0.0
0.1112	1.5625	600	0.0968	0.1262	0.1789	0.5193	nan	0.6300	0.4435	0.0	0.0	0.5213	0.3622	0.0	0.0
0.1303	1.6146	620	0.0961	0.1162	0.1689	0.4608	nan	0.5115	0.5016	0.0	0.0	0.4476	0.3659	0.0	0.0
0.0999	1.6667	640	0.0913	0.1172	0.1670	0.5252	nan	0.7029	0.2990	0.0	0.0	0.5461	0.2746	0.0	0.0
0.0658	1.7188	660	0.0908	0.1128	0.1562	0.4895	nan	0.6523	0.2851	0.0	0.0	0.5231	0.2665	0.0	0.0
0.1184	1.7708	680	0.0944	0.1308	0.1830	0.5447	nan	0.6827	0.4154	0.0001	0.0	0.5511	0.3643	0.0001	0.0
0.0504	1.8229	700	0.0884	0.1303	0.1835	0.5618	nan	0.7287	0.3725	0.0	0.0	0.5757	0.3367	0.0	0.0
0.0644	1.875	720	0.0885	0.1361	0.1937	0.5921	nan	0.7668	0.3953	0.0	0.0	0.5990	0.3537	0.0	0.0
0.0321	1.9271	740	0.0850	0.1268	0.1748	0.5239	nan	0.6626	0.3860	0.0	0.0	0.5390	0.3489	0.0	0.0
0.055	1.9792	760	0.0861	0.1340	0.1836	0.5486	nan	0.6911	0.4102	0.0002	0.0	0.5713	0.3665	0.0002	0.0
0.0594	2.0312	780	0.0874	0.1375	0.2017	0.5501	nan	0.6121	0.5945	0.0039	0.0	0.5321	0.4265	0.0039	0.0
0.048	2.0833	800	0.0831	0.1329	0.1843	0.5582	nan	0.7169	0.3856	0.0031	0.0	0.5726	0.3543	0.0031	0.0
0.1416	2.1354	820	0.0788	0.1419	0.1982	0.5376	nan	0.6003	0.5739	0.0150	0.0	0.5305	0.4479	0.0149	0.0
0.0714	2.1875	840	0.0816	0.1469	0.2043	0.5917	nan	0.7613	0.3911	0.0734	0.0	0.6018	0.3553	0.0709	0.0
0.2012	2.2396	860	0.0789	0.1397	0.1953	0.5543	nan	0.6601	0.4991	0.0086	0.0040	0.5574	0.4079	0.0086	0.0040
0.0438	2.2917	880	0.0784	0.1672	0.2327	0.5737	nan	0.6641	0.5175	0.2135	0.0009	0.5726	0.4185	0.1782	0.0009
0.042	2.3438	900	0.0783	0.1496	0.2054	0.5857	nan	0.7574	0.3733	0.0893	0.0124	0.6073	0.3444	0.0834	0.0122
0.0961	2.3958	920	0.0835	0.1869	0.2618	0.6235	nan	0.7116	0.5920	0.1217	0.1456	0.6067	0.4448	0.1131	0.1437
0.1135	2.4479	940	0.0780	0.1550	0.2154	0.5981	nan	0.7238	0.5012	0.0630	0.0047	0.5971	0.4232	0.0599	0.0047
0.1354	2.5	960	0.0763	0.1668	0.2316	0.6148	nan	0.7416	0.5090	0.1008	0.0379	0.6077	0.4285	0.0938	0.0379
0.0295	2.5521	980	0.0742	0.1452	0.2020	0.5163	nan	0.5672	0.5573	0.0848	0.0025	0.5006	0.4308	0.0824	0.0025
0.079	2.6042	1000	0.0705	0.1819	0.2519	0.5961	nan	0.6845	0.5360	0.2905	0.0002	0.5924	0.4475	0.2330	0.0002
0.1454	2.6562	1020	0.0694	0.1933	0.2562	0.5969	nan	0.7112	0.4814	0.1903	0.1544	0.6048	0.4225	0.1732	0.1526
0.1365	2.7083	1040	0.0700	0.1786	0.2362	0.5510	nan	0.6472	0.4665	0.1822	0.1212	0.5660	0.4163	0.1663	0.1020
0.0978	2.7604	1060	0.0702	0.2439	0.3302	0.6406	nan	0.6781	0.6712	0.2991	0.3326	0.6081	0.5157	0.2616	0.3216
0.083	2.8125	1080	0.0710	0.2049	0.2745	0.6153	nan	0.7616	0.4068	0.3059	0.1729	0.6298	0.3734	0.2604	0.1708
0.0777	2.8646	1100	0.0716	0.1569	0.2094	0.5497	nan	0.6415	0.5049	0.1005	0.0093	0.5591	0.4318	0.0982	0.0093
0.0958	2.9167	1120	0.0700	0.1992	0.2690	0.6337	nan	0.7393	0.5556	0.1665	0.1528	0.6234	0.4645	0.1559	0.1508
0.0304	2.9688	1140	0.0676	0.1912	0.2593	0.6059	nan	0.6600	0.6426	0.1721	0.0812	0.5948	0.5001	0.1625	0.0808
0.0846	3.0208	1160	0.0673	0.2129	0.2822	0.5870	nan	0.6357	0.5908	0.3211	0.1454	0.5814	0.4909	0.2764	0.1415
0.0283	3.0729	1180	0.0662	0.2263	0.2982	0.6350	nan	0.7287	0.5603	0.2006	0.2997	0.6278	0.4815	0.1863	0.2888
0.0536	3.125	1200	0.0675	0.2403	0.3318	0.6321	nan	0.6618	0.6634	0.4049	0.2608	0.6008	0.5120	0.3124	0.2567
0.038	3.1771	1220	0.0666	0.2129	0.2862	0.6392	nan	0.7458	0.5410	0.2362	0.1939	0.6309	0.4603	0.2067	0.1922
0.0382	3.2292	1240	0.0646	0.2180	0.2926	0.6254	nan	0.7050	0.5761	0.2694	0.2050	0.6105	0.4708	0.2417	0.2032
0.0236	3.2812	1260	0.0647	0.2507	0.3402	0.6246	nan	0.6842	0.5666	0.4524	0.3381	0.5982	0.4690	0.3585	0.3293
0.095	3.3333	1280	0.0660	0.2390	0.3094	0.6106	nan	0.7065	0.5002	0.2552	0.3944	0.6114	0.4487	0.2364	0.3762
0.0766	3.3854	1300	0.0682	0.2702	0.3624	0.6045	nan	0.6579	0.5273	0.4871	0.5023	0.5885	0.4498	0.3761	0.4770
0.1295	3.4375	1320	0.0645	0.2371	0.3069	0.5841	nan	0.6306	0.5750	0.2937	0.3423	0.5712	0.4825	0.2724	0.3338
0.0354	3.4896	1340	0.0650	0.2317	0.3009	0.5831	nan	0.6561	0.5047	0.3753	0.2695	0.5891	0.4481	0.3201	0.2644
0.0741	3.5417	1360	0.0638	0.2996	0.4073	0.6695	nan	0.7424	0.5543	0.4581	0.6893	0.6448	0.4659	0.3809	0.6053
0.0954	3.5938	1380	0.0620	0.2769	0.3725	0.6669	nan	0.6824	0.7270	0.3705	0.4550	0.6285	0.5479	0.3232	0.4387
0.0169	3.6458	1400	0.0655	0.2224	0.2881	0.6264	nan	0.7629	0.4530	0.1682	0.3445	0.6452	0.4243	0.1600	0.3271
0.0755	3.6979	1420	0.0619	0.2625	0.3417	0.6418	nan	0.7454	0.5017	0.3068	0.4964	0.6441	0.4496	0.2784	0.4655
0.0209	3.75	1440	0.0622	0.2727	0.3567	0.6208	nan	0.6529	0.6238	0.3659	0.4974	0.6061	0.5206	0.3183	0.4642
0.0972	3.8021	1460	0.0606	0.2833	0.3818	0.6614	nan	0.7380	0.5475	0.5030	0.5024	0.6475	0.4836	0.3783	0.4736
0.0852	3.8542	1480	0.0622	0.2712	0.3594	0.6594	nan	0.7491	0.5443	0.3643	0.4989	0.6417	0.4610	0.3232	0.4728
0.1289	3.9062	1500	0.0624	0.2439	0.3158	0.6084	nan	0.6843	0.5365	0.2894	0.3848	0.6124	0.4632	0.2646	0.3670
0.0234	3.9583	1520	0.0599	0.3161	0.4183	0.6990	nan	0.7579	0.6290	0.4556	0.6673	0.6682	0.5347	0.3858	0.6240
0.0378	4.0104	1540	0.0614	0.3102	0.4149	0.6948	nan	0.7385	0.6621	0.4519	0.6372	0.6609	0.5266	0.3809	0.6030
0.0509	4.0625	1560	0.0614	0.2775	0.3621	0.6534	nan	0.7256	0.5784	0.3338	0.5348	0.6347	0.4986	0.2991	0.5101
0.0158	4.1146	1580	0.0600	0.3161	0.4322	0.6830	nan	0.7321	0.6037	0.5668	0.6909	0.6470	0.5052	0.4461	0.6142
0.0617	4.1667	1600	0.0592	0.2490	0.3257	0.6360	nan	0.7123	0.5677	0.3418	0.3322	0.6255	0.4863	0.3071	0.3242
0.0222	4.2188	1620	0.0631	0.3211	0.4287	0.7285	nan	0.7743	0.7063	0.4074	0.6839	0.6942	0.5569	0.3640	0.6323
0.0996	4.2708	1640	0.0601	0.3267	0.4507	0.6808	nan	0.7458	0.5404	0.6230	0.7950	0.6527	0.4733	0.4784	0.6825
0.0223	4.3229	1660	0.0591	0.3030	0.4011	0.6600	nan	0.6984	0.6278	0.4595	0.6211	0.6274	0.5198	0.3935	0.5803
0.0651	4.375	1680	0.0588	0.2786	0.3638	0.6474	nan	0.7016	0.6076	0.3697	0.5037	0.6255	0.5119	0.3285	0.4841
0.085	4.4271	1700	0.0624	0.2658	0.3488	0.5993	nan	0.6695	0.5006	0.3727	0.5501	0.5804	0.4498	0.3210	0.5095
0.055	4.4792	1720	0.0586	0.3149	0.4165	0.7063	nan	0.7610	0.6648	0.3430	0.7300	0.6768	0.5392	0.3155	0.6732
0.2158	4.5312	1740	0.0567	0.3103	0.4116	0.6776	nan	0.7037	0.6751	0.4907	0.5998	0.6434	0.5389	0.4196	0.5705
0.026	4.5833	1760	0.0588	0.3073	0.4205	0.6806	nan	0.6598	0.7954	0.4165	0.6515	0.6246	0.5558	0.3682	0.6028
0.0721	4.6354	1780	0.0563	0.3063	0.4061	0.6968	nan	0.7313	0.6991	0.4133	0.5927	0.6693	0.5560	0.3672	0.5516
0.0805	4.6875	1800	0.0558	0.3183	0.4244	0.6906	nan	0.7343	0.6393	0.5300	0.6426	0.6613	0.5303	0.4337	0.6031
0.0495	4.7396	1820	0.0594	0.3179	0.4527	0.6635	nan	0.7167	0.5317	0.6987	0.7693	0.6321	0.4726	0.4532	0.6672
0.123	4.7917	1840	0.0579	0.3071	0.4079	0.6800	nan	0.7577	0.5545	0.5065	0.6285	0.6515	0.4776	0.4330	0.5878
0.0956	4.8438	1860	0.0560	0.3122	0.4220	0.6765	nan	0.7032	0.6492	0.6277	0.5518	0.6448	0.5511	0.4705	0.5190
0.0847	4.8958	1880	0.0572	0.2904	0.3738	0.6334	nan	0.6795	0.5895	0.4351	0.5384	0.6207	0.5285	0.3741	0.5092
0.046	4.9479	1900	0.0573	0.3345	0.4654	0.6885	nan	0.6450	0.8129	0.5644	0.7704	0.6184	0.5628	0.4687	0.6913
0.0273	5.0	1920	0.0554	0.2870	0.3884	0.6720	nan	0.7271	0.6011	0.6092	0.3928	0.6477	0.5310	0.4502	0.3799
0.0554	5.0521	1940	0.0564	0.3253	0.4332	0.7321	nan	0.7935	0.6573	0.5329	0.6155	0.7024	0.5532	0.4477	0.5738
0.0777	5.1042	1960	0.0542	0.3472	0.4691	0.7120	nan	0.7114	0.7385	0.6168	0.7478	0.6669	0.5902	0.4943	0.6788
0.058	5.1562	1980	0.0547	0.3367	0.4493	0.7231	nan	0.7360	0.7522	0.4967	0.7109	0.6799	0.5740	0.4410	0.6618
0.0393	5.2083	2000	0.0616	0.2903	0.3867	0.6106	nan	0.6812	0.4657	0.5864	0.5871	0.6031	0.4340	0.4448	0.5506
0.065	5.2604	2020	0.0561	0.3173	0.4363	0.6863	nan	0.6947	0.6991	0.6248	0.5990	0.6380	0.5411	0.4827	0.5594
0.0422	5.3125	2040	0.0566	0.3311	0.4396	0.7220	nan	0.7837	0.6345	0.5366	0.6826	0.6908	0.5355	0.4566	0.6345
0.0368	5.3646	2060	0.0581	0.3127	0.4225	0.6643	nan	0.7402	0.5108	0.6086	0.6757	0.6438	0.4619	0.4603	0.6233
0.1179	5.4167	2080	0.0528	0.3369	0.4440	0.7091	nan	0.7280	0.7167	0.5137	0.7054	0.6699	0.5867	0.4480	0.6535
0.0747	5.4688	2100	0.0542	0.3507	0.4620	0.7347	nan	0.7786	0.6779	0.5657	0.7499	0.7034	0.5900	0.4738	0.6879
0.0299	5.5208	2120	0.0553	0.3553	0.4750	0.7582	nan	0.7968	0.7147	0.6125	0.7263	0.7220	0.5995	0.4978	0.6678
0.0162	5.5729	2140	0.0557	0.3152	0.4117	0.7013	nan	0.7521	0.6463	0.5609	0.5108	0.6876	0.5746	0.4573	0.4869
0.0152	5.625	2160	0.0576	0.3107	0.4086	0.6815	nan	0.7476	0.5794	0.5545	0.5700	0.6549	0.5232	0.4626	0.5340
0.1569	5.6771	2180	0.0542	0.3264	0.4367	0.6904	nan	0.6829	0.7564	0.5110	0.6697	0.6439	0.5839	0.4411	0.6162
0.0498	5.7292	2200	0.0534	0.3329	0.4514	0.6977	nan	0.7359	0.6289	0.6646	0.6790	0.6647	0.5517	0.4908	0.6233
0.0317	5.7812	2220	0.0530	0.3464	0.4661	0.7177	nan	0.7263	0.7301	0.5947	0.7455	0.6718	0.5718	0.4980	0.6831
0.088	5.8333	2240	0.0561	0.2945	0.3911	0.6644	nan	0.7383	0.5482	0.5336	0.5265	0.6449	0.4813	0.4382	0.4972
0.1561	5.8854	2260	0.0539	0.3324	0.4448	0.7046	nan	0.7694	0.5887	0.5898	0.7210	0.6761	0.5093	0.4832	0.6581
0.0306	5.9375	2280	0.0525	0.3532	0.4938	0.7208	nan	0.7165	0.7322	0.7163	0.7975	0.6708	0.5633	0.5372	0.7013
0.067	5.9896	2300	0.0529	0.3460	0.4589	0.7335	nan	0.7698	0.6991	0.5462	0.7382	0.6989	0.5745	0.4732	0.6757
0.0784	6.0417	2320	0.0522	0.3510	0.4764	0.7213	nan	0.7350	0.7066	0.6782	0.7387	0.6810	0.5843	0.5201	0.6715
0.0835	6.0938	2340	0.0537	0.3479	0.4716	0.7235	nan	0.7668	0.6413	0.6807	0.7407	0.6932	0.5610	0.5176	0.6634
0.0283	6.1458	2360	0.0552	0.3451	0.4702	0.6907	nan	0.6955	0.6865	0.6460	0.7930	0.6457	0.5633	0.5064	0.7005
0.0558	6.1979	2380	0.0531	0.3518	0.4857	0.7244	nan	0.7520	0.6657	0.7221	0.7743	0.6812	0.5522	0.5352	0.6942
0.0465	6.25	2400	0.0538	0.3265	0.4359	0.7037	nan	0.7644	0.6038	0.5954	0.6516	0.6749	0.5290	0.4839	0.5977
0.1085	6.3021	2420	0.0529	0.3146	0.4231	0.7035	nan	0.7024	0.7738	0.5071	0.5550	0.6564	0.5876	0.4382	0.5197
0.0348	6.3542	2440	0.0517	0.3469	0.4658	0.7277	nan	0.7355	0.7542	0.5440	0.7610	0.6841	0.5783	0.4726	0.6934
0.0372	6.4062	2460	0.0526	0.3467	0.4588	0.7140	nan	0.7512	0.6569	0.6223	0.7225	0.6813	0.5741	0.5085	0.6628
0.0238	6.4583	2480	0.0505	0.3620	0.4898	0.7316	nan	0.7332	0.7467	0.6417	0.8173	0.6814	0.6017	0.5260	0.7247
0.0417	6.5104	2500	0.0532	0.3318	0.4362	0.6997	nan	0.7651	0.5905	0.5450	0.7169	0.6729	0.5218	0.4683	0.6598
0.0428	6.5625	2520	0.0511	0.3392	0.4548	0.7056	nan	0.7152	0.7193	0.5687	0.7258	0.6595	0.5604	0.4880	0.6669
0.017	6.6146	2540	0.0546	0.3509	0.4628	0.7280	nan	0.7970	0.6034	0.5835	0.7932	0.7003	0.5437	0.4979	0.7141
0.0235	6.6667	2560	0.0538	0.3270	0.4342	0.6934	nan	0.6984	0.7278	0.5615	0.6174	0.6511	0.5894	0.4746	0.5739
0.0188	6.7188	2580	0.0532	0.3247	0.4283	0.6997	nan	0.7403	0.6563	0.5566	0.6166	0.6674	0.5669	0.4672	0.5717
0.0246	6.7708	2600	0.0526	0.3565	0.4906	0.7176	nan	0.7593	0.6149	0.7340	0.8351	0.6809	0.5413	0.5533	0.7199
0.0623	6.8229	2620	0.0510	0.3455	0.4726	0.7040	nan	0.6858	0.7605	0.6647	0.7245	0.6463	0.5784	0.5349	0.6588
0.029	6.875	2640	0.0527	0.3571	0.4846	0.7171	nan	0.7450	0.6562	0.7008	0.8054	0.6744	0.5618	0.5472	0.7166
0.0319	6.9271	2660	0.0531	0.3545	0.4799	0.7274	nan	0.7697	0.6440	0.6799	0.7857	0.6873	0.5505	0.5395	0.7040
0.0396	6.9792	2680	0.0521	0.3509	0.4827	0.7282	nan	0.7470	0.6958	0.7220	0.7315	0.6799	0.5592	0.5511	0.6658
0.0244	7.0312	2700	0.0540	0.3279	0.4398	0.7000	nan	0.7604	0.5929	0.6162	0.6694	0.6727	0.5090	0.4966	0.6173
0.0657	7.0833	2720	0.0516	0.3490	0.4837	0.7188	nan	0.7304	0.6997	0.7002	0.7718	0.6704	0.5616	0.5400	0.6707
0.0316	7.1354	2740	0.0529	0.3422	0.4574	0.6978	nan	0.7197	0.6712	0.6016	0.7518	0.6591	0.5657	0.4973	0.6734
0.0115	7.1875	2760	0.0520	0.3535	0.4828	0.7315	nan	0.7624	0.6762	0.6798	0.7781	0.6894	0.5598	0.5377	0.6874
0.0197	7.2396	2780	0.0535	0.3478	0.4739	0.6915	nan	0.6798	0.7241	0.6537	0.7857	0.6395	0.5820	0.5279	0.6852
0.0275	7.2917	2800	0.0537	0.3539	0.4809	0.7377	nan	0.7856	0.6496	0.6489	0.8011	0.6952	0.5525	0.5276	0.7023
0.0588	7.3438	2820	0.0526	0.3387	0.4491	0.6994	nan	0.7338	0.6557	0.5455	0.7598	0.6563	0.5463	0.4784	0.6897
0.033	7.3958	2840	0.0530	0.3465	0.4657	0.7272	nan	0.7723	0.6537	0.6262	0.7423	0.6904	0.5497	0.5126	0.6731
0.1733	7.4479	2860	0.0527	0.3441	0.4610	0.7089	nan	0.7374	0.6656	0.6435	0.7192	0.6684	0.5573	0.5232	0.6596
0.0535	7.5	2880	0.0539	0.3372	0.4448	0.7057	nan	0.7613	0.6110	0.6068	0.6896	0.6761	0.5433	0.5065	0.6347
0.0167	7.5521	2900	0.0504	0.3541	0.4812	0.7306	nan	0.7192	0.7811	0.6621	0.7247	0.6763	0.6073	0.5412	0.6540
0.024	7.6042	2920	0.0513	0.3548	0.4787	0.7142	nan	0.7217	0.7064	0.6944	0.7495	0.6695	0.5904	0.5473	0.6762
0.0433	7.6562	2940	0.0530	0.3484	0.4779	0.7284	nan	0.7546	0.6814	0.7256	0.7056	0.6829	0.5667	0.5524	0.6370
0.0272	7.7083	2960	0.0573	0.3447	0.4643	0.6880	nan	0.7256	0.6029	0.6771	0.7802	0.6443	0.5234	0.5478	0.6971
0.0115	7.7604	2980	0.0543	0.3481	0.4744	0.7084	nan	0.7231	0.6832	0.6915	0.7483	0.6561	0.5562	0.5531	0.6712
0.0593	7.8125	3000	0.0530	0.3508	0.4706	0.7271	nan	0.7691	0.6544	0.6538	0.7465	0.6881	0.5515	0.5409	0.6754
0.0609	7.8646	3020	0.0525	0.3410	0.4827	0.7082	nan	0.7185	0.6811	0.7464	0.7503	0.6563	0.5451	0.5331	0.6523
0.1213	7.9167	3040	0.0516	0.3551	0.4803	0.7315	nan	0.7628	0.6815	0.6386	0.7986	0.6894	0.5544	0.5341	0.7076
0.0593	7.9688	3060	0.0495	0.3589	0.4858	0.7193	nan	0.7279	0.7093	0.6676	0.8103	0.6706	0.5693	0.5513	0.7211
0.0209	8.0208	3080	0.0499	0.3628	0.4984	0.7229	nan	0.7267	0.7132	0.7071	0.8434	0.6777	0.5911	0.5439	0.7268
0.0155	8.0729	3100	0.0534	0.3569	0.4865	0.7395	nan	0.7926	0.6369	0.6375	0.8523	0.6984	0.5365	0.5232	0.7405
0.0486	8.125	3120	0.0552	0.3423	0.4677	0.6807	nan	0.7124	0.6041	0.6649	0.8247	0.6321	0.5054	0.5355	0.7233
0.0278	8.1771	3140	0.0541	0.3349	0.4422	0.6895	nan	0.7215	0.6430	0.6166	0.6719	0.6513	0.5532	0.5091	0.6310
0.1372	8.2292	3160	0.0529	0.3578	0.4797	0.7530	nan	0.7729	0.7499	0.5947	0.7609	0.7106	0.5998	0.5085	0.6859
0.0421	8.2812	3180	0.0526	0.3563	0.4747	0.7235	nan	0.7633	0.6497	0.6606	0.7744	0.6947	0.5664	0.5460	0.6869
0.0179	8.3333	3200	0.0509	0.3545	0.4846	0.7211	nan	0.7349	0.6970	0.7029	0.7725	0.6809	0.5721	0.5629	0.6654
0.0331	8.3854	3220	0.0498	0.3587	0.4864	0.7344	nan	0.7152	0.8076	0.6113	0.7841	0.6836	0.6099	0.5243	0.6931
0.0812	8.4375	3240	0.0498	0.3648	0.4993	0.7502	nan	0.7805	0.6930	0.7030	0.8193	0.7105	0.5775	0.5586	0.7066
0.061	8.4896	3260	0.0489	0.3536	0.4764	0.7256	nan	0.7288	0.7446	0.6296	0.7553	0.6760	0.5923	0.5309	0.6762
0.0554	8.5417	3280	0.0535	0.3274	0.4296	0.7029	nan	0.7522	0.6384	0.5647	0.6226	0.6725	0.5451	0.4928	0.5817
0.0067	8.5938	3300	0.0496	0.3664	0.5055	0.7401	nan	0.7272	0.7722	0.7485	0.7852	0.6881	0.6099	0.5752	0.6914
0.0252	8.6458	3320	0.0516	0.3527	0.4723	0.7192	nan	0.7345	0.7038	0.6676	0.7278	0.6786	0.5832	0.5493	0.6580
0.0846	8.6979	3340	0.0517	0.3660	0.4936	0.7490	nan	0.7784	0.7039	0.6430	0.8360	0.7063	0.5847	0.5422	0.7287
0.0302	8.75	3360	0.0512	0.3599	0.5059	0.7139	nan	0.7286	0.6606	0.7544	0.8916	0.6680	0.5495	0.5606	0.7411
0.075	8.8021	3380	0.0494	0.3563	0.4808	0.7255	nan	0.7578	0.6654	0.6699	0.7918	0.6851	0.5583	0.5497	0.7008
0.0185	8.8542	3400	0.0492	0.3614	0.4895	0.7252	nan	0.7444	0.6906	0.6681	0.8340	0.6813	0.5758	0.5537	0.7189
0.0195	8.9062	3420	0.0510	0.3608	0.4794	0.7321	nan	0.7648	0.6827	0.6105	0.8182	0.6954	0.5755	0.5322	0.7224
0.0176	8.9583	3440	0.0505	0.3603	0.4878	0.7479	nan	0.7817	0.6908	0.6930	0.7614	0.7086	0.5705	0.5625	0.6802
0.0307	9.0104	3460	0.0510	0.3537	0.4722	0.7202	nan	0.7400	0.7001	0.6134	0.7796	0.6775	0.5726	0.5275	0.6980
0.0415	9.0625	3480	0.0533	0.3499	0.4681	0.7179	nan	0.7474	0.6723	0.6479	0.7409	0.6806	0.5649	0.5330	0.6711
0.0685	9.1146	3500	0.0517	0.3552	0.4812	0.7220	nan	0.7354	0.7077	0.6497	0.7946	0.6712	0.5686	0.5428	0.7040
0.0298	9.1667	3520	0.0538	0.3480	0.4698	0.7181	nan	0.7528	0.6550	0.6825	0.7283	0.6779	0.5433	0.5540	0.6607
0.0153	9.2188	3540	0.0544	0.3447	0.4629	0.7108	nan	0.7465	0.6482	0.6599	0.7226	0.6717	0.5419	0.5460	0.6533
0.0357	9.2708	3560	0.0526	0.3452	0.4754	0.7084	nan	0.7274	0.6684	0.7260	0.7303	0.6608	0.5407	0.5577	0.6574
0.0316	9.3229	3580	0.0531	0.3408	0.4673	0.7136	nan	0.7326	0.6848	0.7093	0.6771	0.6659	0.5416	0.5545	0.6234
0.0042	9.375	3600	0.0517	0.3617	0.4923	0.7296	nan	0.7452	0.7017	0.6894	0.8178	0.6834	0.5631	0.5636	0.7215
0.0383	9.4271	3620	0.0524	0.3484	0.4661	0.7247	nan	0.7777	0.6280	0.6419	0.7492	0.6901	0.5366	0.5340	0.6783
0.0473	9.4792	3640	0.0505	0.3620	0.4899	0.7495	nan	0.7693	0.7271	0.6814	0.7616	0.7075	0.5912	0.5535	0.6820
0.0875	9.5312	3660	0.0519	0.3542	0.4705	0.7242	nan	0.7532	0.6826	0.6412	0.7464	0.6870	0.5740	0.5374	0.6808
0.078	9.5833	3680	0.0487	0.3650	0.4936	0.7436	nan	0.7489	0.7485	0.6970	0.7672	0.6982	0.5942	0.5657	0.6965
0.0453	9.6354	3700	0.0495	0.3606	0.4857	0.7181	nan	0.7248	0.7136	0.6538	0.8220	0.6732	0.5823	0.5411	0.7278
0.026	9.6875	3720	0.0510	0.3739	0.5193	0.7559	nan	0.7736	0.7076	0.7946	0.8398	0.7107	0.5852	0.5903	0.7308
0.0218	9.7396	3740	0.0501	0.3647	0.4922	0.7384	nan	0.7505	0.7254	0.6880	0.7891	0.6922	0.5837	0.5705	0.7065
0.1011	9.7917	3760	0.0489	0.3662	0.4975	0.7379	nan	0.7472	0.7242	0.7137	0.7998	0.6900	0.5860	0.5766	0.7109
0.067	9.8438	3780	0.0493	0.3556	0.4746	0.7341	nan	0.7762	0.6699	0.5831	0.8181	0.6949	0.5620	0.5100	0.7221
0.0131	9.8958	3800	0.0499	0.3530	0.4733	0.7320	nan	0.7627	0.6912	0.6225	0.7636	0.6913	0.5698	0.5279	0.6819
0.0234	9.9479	3820	0.0490	0.3513	0.4748	0.7377	nan	0.7428	0.7615	0.6248	0.7193	0.6920	0.5894	0.5263	0.6514
0.0491	10.0	3840	0.0496	0.3587	0.4830	0.7411	nan	0.7624	0.7156	0.6758	0.7439	0.7025	0.5894	0.5543	0.6644
0.0283	10.0521	3860	0.0501	0.3586	0.4874	0.7404	nan	0.7541	0.7247	0.7195	0.7262	0.6964	0.5870	0.5730	0.6535
0.0319	10.1042	3880	0.0492	0.3628	0.4873	0.7412	nan	0.7484	0.7539	0.6089	0.8127	0.6920	0.5924	0.5349	0.7205
0.0497	10.1562	3900	0.0506	0.3691	0.4954	0.7386	nan	0.7506	0.7265	0.6573	0.8379	0.6933	0.5933	0.5609	0.7360
0.0666	10.2083	3920	0.0497	0.3696	0.5022	0.7298	nan	0.7332	0.7199	0.7294	0.8305	0.6806	0.5906	0.5815	0.7346
0.0417	10.2604	3940	0.0489	0.3680	0.4928	0.7465	nan	0.7491	0.7637	0.6619	0.7821	0.7005	0.6037	0.5646	0.7075
0.0158	10.3125	3960	0.0516	0.3705	0.5027	0.7293	nan	0.7465	0.6866	0.7169	0.8662	0.6850	0.5736	0.5814	0.7536
0.0103	10.3646	3980	0.0483	0.3645	0.4922	0.7477	nan	0.7484	0.7710	0.6631	0.7707	0.7000	0.6038	0.5594	0.6885
0.0274	10.4167	4000	0.0515	0.3550	0.4748	0.7317	nan	0.7707	0.6650	0.6601	0.7533	0.6953	0.5578	0.5563	0.6754
0.0089	10.4688	4020	0.0503	0.3542	0.4792	0.7363	nan	0.7506	0.7275	0.6798	0.7172	0.6913	0.5723	0.5647	0.6513
0.0662	10.5208	4040	0.0506	0.3522	0.4767	0.7233	nan	0.7493	0.6755	0.7147	0.7209	0.6803	0.5515	0.5796	0.6539
0.0263	10.5729	4060	0.0507	0.3539	0.4821	0.7170	nan	0.7479	0.6472	0.7334	0.7643	0.6757	0.5388	0.5806	0.6822
0.0197	10.625	4080	0.0507	0.3724	0.5106	0.7477	nan	0.7766	0.6792	0.7422	0.8656	0.7061	0.5614	0.5937	0.7459
0.0504	10.6771	4100	0.0519	0.3631	0.4906	0.7280	nan	0.7606	0.6597	0.6826	0.8407	0.6855	0.5511	0.5695	0.7359
0.0373	10.7292	4120	0.0522	0.3665	0.5027	0.7338	nan	0.7556	0.6796	0.7465	0.8347	0.6869	0.5583	0.5874	0.7328
0.0209	10.7812	4140	0.0561	0.3508	0.4693	0.7125	nan	0.7673	0.6000	0.6527	0.7960	0.6759	0.5207	0.5506	0.7085
0.0808	10.8333	4160	0.0552	0.3535	0.4736	0.7229	nan	0.7646	0.6465	0.6466	0.7836	0.6822	0.5435	0.5529	0.6961
0.0334	10.8854	4180	0.0546	0.3559	0.4876	0.7284	nan	0.7706	0.6329	0.7420	0.7801	0.6920	0.5381	0.5741	0.6872
0.0178	10.9375	4200	0.0547	0.3501	0.4715	0.7265	nan	0.7702	0.6462	0.6745	0.7382	0.6888	0.5365	0.5577	0.6674
0.0191	10.9896	4220	0.0517	0.3646	0.4946	0.7408	nan	0.7532	0.7226	0.7232	0.7688	0.6953	0.5832	0.5858	0.6878
0.091	11.0417	4240	0.0523	0.3631	0.4913	0.7256	nan	0.7410	0.6952	0.7039	0.8078	0.6825	0.5761	0.5752	0.7080
0.0247	11.0938	4260	0.0530	0.3657	0.4998	0.7436	nan	0.7694	0.6883	0.7462	0.7948	0.7038	0.5796	0.5770	0.6993
0.0397	11.1458	4280	0.0539	0.3612	0.4928	0.7333	nan	0.7647	0.6632	0.7451	0.7838	0.6946	0.5613	0.5739	0.6984
0.0342	11.1979	4300	0.0528	0.3657	0.4892	0.7422	nan	0.7702	0.6973	0.6661	0.8019	0.6996	0.5782	0.5636	0.7185
0.0456	11.25	4320	0.0517	0.3582	0.4818	0.7317	nan	0.7590	0.6867	0.6724	0.7728	0.6895	0.5709	0.5598	0.6876
0.0278	11.3021	4340	0.0515	0.3568	0.4816	0.7334	nan	0.7597	0.6910	0.6867	0.7525	0.6900	0.5717	0.5652	0.6709
0.0156	11.3542	4360	0.0500	0.3617	0.4872	0.7453	nan	0.7549	0.7474	0.6788	0.7423	0.7000	0.6014	0.5624	0.6679
0.0531	11.4062	4380	0.0538	0.3571	0.4816	0.7285	nan	0.7669	0.6541	0.6785	0.7901	0.6877	0.5457	0.5639	0.7022
0.0362	11.4583	4400	0.0511	0.3636	0.4935	0.7371	nan	0.7544	0.7070	0.7081	0.7912	0.6900	0.5681	0.5854	0.7019
0.0257	11.5104	4420	0.0505	0.3637	0.4907	0.7336	nan	0.7651	0.6699	0.6982	0.8107	0.6945	0.5593	0.5746	0.7177
0.0758	11.5625	4440	0.0532	0.3566	0.4830	0.7258	nan	0.7752	0.6200	0.6959	0.8068	0.6914	0.5269	0.5636	0.7143
0.1465	11.6146	4460	0.0513	0.3707	0.5028	0.7492	nan	0.7550	0.7502	0.6836	0.8283	0.6997	0.5895	0.5782	0.7278
0.0571	11.6667	4480	0.0529	0.3533	0.4752	0.7262	nan	0.7686	0.6452	0.6787	0.7588	0.6854	0.5406	0.5643	0.6831
0.0115	11.7188	4500	0.0532	0.3610	0.4903	0.7404	nan	0.7664	0.6944	0.7037	0.7774	0.6945	0.5679	0.5741	0.6902
0.1223	11.7708	4520	0.0554	0.3481	0.4631	0.7217	nan	0.7652	0.6537	0.5960	0.7637	0.6819	0.5505	0.5166	0.6878
0.033	11.8229	4540	0.0523	0.3604	0.4855	0.7325	nan	0.7601	0.6812	0.7032	0.7684	0.6903	0.5723	0.5776	0.6826
0.0173	11.875	4560	0.0516	0.3612	0.4891	0.7301	nan	0.7409	0.7172	0.6891	0.7873	0.6837	0.5851	0.5654	0.6942
0.0884	11.9271	4580	0.0517	0.3571	0.4784	0.7413	nan	0.7697	0.7022	0.6750	0.7235	0.7045	0.5812	0.5575	0.6563
0.0642	11.9792	4600	0.0496	0.3620	0.4855	0.7468	nan	0.7776	0.7015	0.6622	0.7719	0.7094	0.5799	0.5579	0.6868
0.0417	12.0312	4620	0.0521	0.3592	0.4780	0.7213	nan	0.7491	0.6797	0.5965	0.8426	0.6795	0.5708	0.5307	0.7333
0.019	12.0833	4640	0.0520	0.3768	0.5183	0.7387	nan	0.7413	0.7221	0.7468	0.8994	0.6862	0.5913	0.5956	0.7642
0.0472	12.1354	4660	0.0528	0.3673	0.4907	0.7415	nan	0.7599	0.7238	0.6151	0.8454	0.6986	0.5958	0.5381	0.7389
0.0414	12.1875	4680	0.0516	0.3687	0.4969	0.7457	nan	0.7469	0.7674	0.6183	0.8487	0.6957	0.6027	0.5391	0.7436
0.0286	12.2396	4700	0.0514	0.3729	0.5017	0.7438	nan	0.7531	0.7342	0.6803	0.8428	0.6961	0.5989	0.5727	0.7424
0.0123	12.2917	4720	0.0541	0.3690	0.5006	0.7291	nan	0.7386	0.7050	0.7330	0.8272	0.6817	0.5832	0.5848	0.7330
0.0504	12.3438	4740	0.0524	0.3644	0.5175	0.7399	nan	0.7278	0.7532	0.8167	0.8071	0.6849	0.5896	0.5707	0.7052
0.0198	12.3958	4760	0.0526	0.3641	0.4869	0.7319	nan	0.7411	0.7280	0.6646	0.7879	0.6839	0.5894	0.5676	0.7078
0.0136	12.4479	4780	0.0522	0.3618	0.4824	0.7355	nan	0.7665	0.6841	0.6677	0.7759	0.6943	0.5722	0.5703	0.6955
0.045	12.5	4800	0.0516	0.3672	0.4943	0.7344	nan	0.7568	0.6936	0.6693	0.8459	0.6895	0.5753	0.5745	0.7313
0.0346	12.5521	4820	0.0518	0.3708	0.5141	0.7462	nan	0.7749	0.6712	0.7717	0.8668	0.7060	0.5725	0.5918	0.7252
0.0149	12.6042	4840	0.0531	0.3649	0.4936	0.7336	nan	0.7542	0.6912	0.7273	0.7887	0.6889	0.5856	0.5774	0.7022
0.0457	12.6562	4860	0.0523	0.3623	0.4874	0.7427	nan	0.7697	0.7002	0.6852	0.7691	0.6998	0.5775	0.5680	0.6911
0.0201	12.7083	4880	0.0507	0.3611	0.4858	0.7342	nan	0.7513	0.7095	0.7013	0.7527	0.6917	0.5808	0.5703	0.6847
0.0649	12.7604	4900	0.0502	0.3626	0.4847	0.7321	nan	0.7360	0.7423	0.6754	0.7547	0.6839	0.5970	0.5669	0.6905
0.0148	12.8125	4920	0.0510	0.3638	0.4891	0.7429	nan	0.7737	0.6896	0.6863	0.7849	0.7035	0.5663	0.5699	0.7066
0.0694	12.8646	4940	0.0512	0.3602	0.4841	0.7231	nan	0.7468	0.6781	0.6898	0.7897	0.6764	0.5598	0.5733	0.7120
0.0186	12.9167	4960	0.0508	0.3692	0.4937	0.7486	nan	0.7655	0.7322	0.6596	0.8048	0.7026	0.5905	0.5670	0.7240
0.0202	12.9688	4980	0.0504	0.3660	0.4976	0.7317	nan	0.7398	0.7141	0.7417	0.7903	0.6852	0.5837	0.5844	0.7090
0.0502	13.0208	5000	0.0523	0.3587	0.4957	0.7368	nan	0.7668	0.6678	0.7669	0.7729	0.6961	0.5480	0.5773	0.6895
0.0234	13.0729	5020	0.0564	0.3450	0.4710	0.7089	nan	0.7630	0.5874	0.7178	0.7577	0.6706	0.4917	0.5690	0.6836
0.0677	13.125	5040	0.0583	0.3488	0.4760	0.7158	nan	0.7703	0.5950	0.7070	0.7834	0.6727	0.4958	0.5758	0.6975
0.0564	13.1771	5060	0.0546	0.3540	0.4835	0.7270	nan	0.7609	0.6591	0.6962	0.7848	0.6803	0.5249	0.5737	0.6988
0.0104	13.2292	5080	0.0521	0.3643	0.4962	0.7324	nan	0.7495	0.6986	0.7013	0.8279	0.6832	0.5544	0.5864	0.7265
0.043	13.2812	5100	0.0522	0.3618	0.4847	0.7288	nan	0.7571	0.6790	0.6573	0.8145	0.6879	0.5617	0.5604	0.7224
0.0092	13.3333	5120	0.0520	0.3725	0.5071	0.7484	nan	0.7599	0.7274	0.7262	0.8290	0.7026	0.5934	0.5832	0.7281
0.0381	13.3854	5140	0.0532	0.3728	0.5096	0.7197	nan	0.7255	0.6918	0.7258	0.9147	0.6681	0.5781	0.5875	0.7758
0.0213	13.4375	5160	0.0509	0.3727	0.5000	0.7478	nan	0.7687	0.7154	0.6658	0.8502	0.7040	0.5871	0.5696	0.7483
0.068	13.4896	5180	0.0517	0.3624	0.4845	0.7424	nan	0.7799	0.6792	0.6560	0.7917	0.7037	0.5653	0.5598	0.7077
0.0278	13.5417	5200	0.0499	0.3658	0.4973	0.7405	nan	0.7489	0.7285	0.7368	0.7699	0.6927	0.5874	0.5888	0.6920
0.1043	13.5938	5220	0.0501	0.3650	0.5002	0.7303	nan	0.7199	0.7543	0.7487	0.7786	0.6779	0.5999	0.5785	0.6987
0.015	13.6458	5240	0.0491	0.3717	0.5045	0.7462	nan	0.7497	0.7456	0.7218	0.8098	0.6994	0.6019	0.5826	0.7181
0.035	13.6979	5260	0.0514	0.3676	0.4958	0.7361	nan	0.7609	0.6846	0.7148	0.8145	0.6915	0.5699	0.5871	0.7244
0.0175	13.75	5280	0.0518	0.3686	0.4998	0.7353	nan	0.7515	0.6985	0.7389	0.8099	0.6897	0.5802	0.5931	0.7173
0.0494	13.8021	5300	0.0521	0.3694	0.4978	0.7455	nan	0.7622	0.7195	0.7030	0.8020	0.6998	0.5886	0.5818	0.7152
0.0199	13.8542	5320	0.0528	0.3592	0.4763	0.7341	nan	0.7579	0.7059	0.6497	0.7445	0.6904	0.5838	0.5555	0.6844
0.0872	13.9062	5340	0.0520	0.3583	0.4763	0.7371	nan	0.7666	0.6945	0.6777	0.7189	0.6990	0.5804	0.5659	0.6630
0.0138	13.9583	5360	0.0526	0.3645	0.4910	0.7470	nan	0.7843	0.6775	0.6996	0.7845	0.7105	0.5690	0.5694	0.7027
0.0162	14.0104	5380	0.0553	0.3534	0.4770	0.7238	nan	0.7720	0.6251	0.6864	0.7787	0.6868	0.5303	0.5591	0.6972
0.0279	14.0625	5400	0.0549	0.3599	0.4888	0.7374	nan	0.7707	0.6719	0.7120	0.7780	0.6940	0.5482	0.5831	0.6943
0.0148	14.1146	5420	0.0504	0.3636	0.4970	0.7281	nan	0.7100	0.7784	0.6865	0.8073	0.6689	0.5944	0.5697	0.7124
0.1248	14.1667	5440	0.0497	0.3668	0.4972	0.7479	nan	0.7575	0.7421	0.6976	0.7858	0.7028	0.5916	0.5742	0.6994
0.0385	14.2188	5460	0.0507	0.3707	0.5035	0.7537	nan	0.7767	0.7108	0.7271	0.8065	0.7126	0.5868	0.5849	0.7107
0.0314	14.2708	5480	0.0506	0.3618	0.4843	0.7367	nan	0.7638	0.6932	0.6768	0.7717	0.6982	0.5764	0.5653	0.6928
0.0104	14.3229	5500	0.0517	0.3640	0.4904	0.7386	nan	0.7699	0.6791	0.6968	0.7965	0.6975	0.5672	0.5755	0.7079
0.033	14.375	5520	0.0510	0.3613	0.4827	0.7399	nan	0.7667	0.7043	0.6382	0.7870	0.6981	0.5790	0.5469	0.7050
0.0218	14.4271	5540	0.0519	0.3602	0.4812	0.7328	nan	0.7554	0.7040	0.6427	0.7850	0.6879	0.5792	0.5489	0.7055
0.0369	14.4792	5560	0.0531	0.3674	0.4985	0.7369	nan	0.7582	0.6912	0.7274	0.8144	0.6910	0.5718	0.5897	0.7194
0.0208	14.5312	5580	0.0527	0.3650	0.4999	0.7352	nan	0.7558	0.6861	0.7553	0.8022	0.6915	0.5664	0.5884	0.7087
0.0171	14.5833	5600	0.0510	0.3642	0.4956	0.7376	nan	0.7620	0.6867	0.7301	0.7948	0.6925	0.5646	0.5867	0.7059
0.0779	14.6354	5620	0.0517	0.3590	0.4873	0.7333	nan	0.7751	0.6449	0.7173	0.7865	0.6929	0.5382	0.5765	0.7051
0.0225	14.6875	5640	0.0521	0.3594	0.4859	0.7270	nan	0.7508	0.6816	0.6993	0.7837	0.6808	0.5532	0.5752	0.7063
0.0709	14.7396	5660	0.0529	0.3565	0.4782	0.7186	nan	0.7435	0.6729	0.6832	0.7697	0.6735	0.5557	0.5701	0.6961
0.0205	14.7917	5680	0.0533	0.3625	0.4880	0.7359	nan	0.7685	0.6767	0.6650	0.8176	0.6901	0.5557	0.5649	0.7268
0.0354	14.8438	5700	0.0530	0.3646	0.4934	0.7337	nan	0.7621	0.6749	0.7032	0.8203	0.6879	0.5529	0.5844	0.7269
0.0209	14.8958	5720	0.0519	0.3681	0.4957	0.7430	nan	0.7561	0.7249	0.7141	0.7790	0.6997	0.5923	0.5876	0.6972
0.0505	14.9479	5740	0.0517	0.3692	0.4977	0.7444	nan	0.7596	0.7184	0.7331	0.7752	0.7018	0.5906	0.5959	0.6957
0.0092	15.0	5760	0.0517	0.3717	0.5014	0.7436	nan	0.7633	0.7038	0.7263	0.8148	0.6995	0.5843	0.5962	0.7218
0.0172	15.0521	5780	0.0521	0.3666	0.4945	0.7333	nan	0.7541	0.6896	0.7251	0.7984	0.6882	0.5780	0.5888	0.7114
0.0298	15.1042	5800	0.0519	0.3724	0.5057	0.7618	nan	0.7799	0.7325	0.7423	0.7798	0.7170	0.5978	0.5981	0.6942
0.0486	15.1562	5820	0.0518	0.3624	0.4854	0.7361	nan	0.7532	0.7145	0.6873	0.7575	0.6903	0.5873	0.5763	0.6827
0.0476	15.2083	5840	0.0529	0.3555	0.4759	0.7353	nan	0.7775	0.6600	0.6819	0.7361	0.6986	0.5549	0.5660	0.6690
0.0153	15.2604	5860	0.0515	0.3653	0.4918	0.7534	nan	0.7775	0.7205	0.6909	0.7617	0.7104	0.5864	0.5757	0.6848
0.0198	15.3125	5880	0.0519	0.3625	0.4883	0.7302	nan	0.7321	0.7396	0.6886	0.7695	0.6802	0.5937	0.5743	0.6895
0.0232	15.3646	5900	0.0534	0.3645	0.4910	0.7393	nan	0.7591	0.7076	0.6994	0.7802	0.6964	0.5866	0.5751	0.6938
0.0214	15.4167	5920	0.0541	0.3587	0.4765	0.7326	nan	0.7629	0.6882	0.6460	0.7618	0.6935	0.5754	0.5543	0.6877
0.025	15.4688	5940	0.0540	0.3634	0.4852	0.7448	nan	0.7784	0.6922	0.6558	0.7846	0.7055	0.5756	0.5606	0.7022
0.0724	15.5208	5960	0.0517	0.3655	0.4873	0.7421	nan	0.7675	0.7057	0.6585	0.7923	0.7010	0.5805	0.5668	0.7103
0.0635	15.5729	5980	0.0524	0.3606	0.4815	0.7362	nan	0.7580	0.7075	0.6752	0.7485	0.6948	0.5822	0.5672	0.6797
0.0364	15.625	6000	0.0522	0.3646	0.4892	0.7446	nan	0.7698	0.7058	0.6879	0.7719	0.7030	0.5846	0.5730	0.6914
0.0328	15.6771	6020	0.0520	0.3636	0.4863	0.7457	nan	0.7682	0.7193	0.6594	0.7711	0.7035	0.5921	0.5591	0.6908
0.0133	15.7292	6040	0.0524	0.3611	0.4848	0.7417	nan	0.7764	0.6812	0.6880	0.7633	0.7018	0.5684	0.5736	0.6841
0.048	15.7812	6060	0.0523	0.3645	0.4901	0.7463	nan	0.7784	0.6896	0.7006	0.7721	0.7055	0.5720	0.5820	0.6920
0.0363	15.8333	6080	0.0512	0.3697	0.5032	0.7446	nan	0.7636	0.7037	0.7474	0.8047	0.7009	0.5809	0.5957	0.7105
0.0612	15.8854	6100	0.0509	0.3712	0.5046	0.7531	nan	0.7679	0.7267	0.7481	0.7850	0.7092	0.5948	0.5961	0.6984
0.0742	15.9375	6120	0.0519	0.3692	0.4990	0.7441	nan	0.7596	0.7163	0.7296	0.7885	0.7006	0.5903	0.5922	0.7016
0.0418	15.9896	6140	0.0523	0.3686	0.4933	0.7395	nan	0.7623	0.6994	0.6938	0.8042	0.6976	0.5827	0.5851	0.7150
0.0074	16.0417	6160	0.0512	0.3662	0.4914	0.7439	nan	0.7579	0.7294	0.6931	0.7683	0.6974	0.5906	0.5835	0.6918
0.0077	16.0938	6180	0.0518	0.3650	0.4931	0.7400	nan	0.7522	0.7227	0.7277	0.7560	0.6925	0.5896	0.5912	0.6817
0.0174	16.1458	6200	0.0524	0.3688	0.5009	0.7468	nan	0.7588	0.7264	0.7449	0.7752	0.6997	0.5917	0.5969	0.6933
0.0883	16.1979	6220	0.0515	0.3718	0.5025	0.7506	nan	0.7684	0.7191	0.7269	0.8004	0.7058	0.5883	0.5974	0.7110
0.0168	16.25	6240	0.0509	0.3665	0.4921	0.7398	nan	0.7617	0.7023	0.7023	0.7861	0.6968	0.5806	0.5843	0.7041
0.0386	16.3021	6260	0.0509	0.3667	0.4925	0.7425	nan	0.7663	0.7026	0.6935	0.7927	0.6986	0.5804	0.5814	0.7066
0.0165	16.3542	6280	0.0501	0.3728	0.5044	0.7502	nan	0.7666	0.7208	0.7209	0.8178	0.7024	0.5896	0.5959	0.7215
0.0098	16.4062	6300	0.0505	0.3690	0.4956	0.7444	nan	0.7677	0.7040	0.6953	0.8065	0.7001	0.5831	0.5834	0.7165
0.0283	16.4583	6320	0.0507	0.3656	0.4880	0.7432	nan	0.7694	0.7043	0.6651	0.7894	0.7014	0.5828	0.5686	0.7064
0.0237	16.5104	6340	0.0523	0.3661	0.4894	0.7350	nan	0.7588	0.6938	0.6803	0.8035	0.6927	0.5779	0.5772	0.7147
0.0331	16.5625	6360	0.0521	0.3679	0.4944	0.7382	nan	0.7639	0.6888	0.6978	0.8159	0.6964	0.5754	0.5830	0.7205
0.041	16.6146	6380	0.0513	0.3677	0.4950	0.7426	nan	0.7739	0.6828	0.6922	0.8210	0.6988	0.5681	0.5829	0.7238
0.0179	16.6667	6400	0.0521	0.3675	0.4965	0.7424	nan	0.7707	0.6870	0.7041	0.8170	0.6975	0.5675	0.5872	0.7200
0.0305	16.7188	6420	0.0527	0.3616	0.4836	0.7315	nan	0.7597	0.6840	0.6623	0.7955	0.6881	0.5653	0.5679	0.7098
0.0181	16.7708	6440	0.0524	0.3642	0.4874	0.7388	nan	0.7666	0.6938	0.6653	0.7988	0.6957	0.5713	0.5701	0.7124
0.0168	16.8229	6460	0.0525	0.3620	0.4853	0.7381	nan	0.7678	0.6887	0.6725	0.7826	0.6962	0.5695	0.5692	0.6990
0.0093	16.875	6480	0.0528	0.3636	0.4877	0.7322	nan	0.7521	0.6998	0.6835	0.7910	0.6874	0.5753	0.5770	0.7055
0.0144	16.9271	6500	0.0521	0.3680	0.4939	0.7394	nan	0.7589	0.7056	0.7039	0.7951	0.6960	0.5827	0.5863	0.7109
0.0201	16.9792	6520	0.0524	0.3691	0.4952	0.7417	nan	0.7627	0.7051	0.7010	0.8025	0.6993	0.5839	0.5848	0.7158
0.0216	17.0312	6540	0.0520	0.3683	0.4921	0.7414	nan	0.7640	0.7050	0.6849	0.7989	0.7000	0.5826	0.5800	0.7156
0.0555	17.0833	6560	0.0511	0.3703	0.4971	0.7434	nan	0.7625	0.7107	0.7039	0.8056	0.7001	0.5857	0.5877	0.7184
0.0134	17.1354	6580	0.0523	0.3662	0.4878	0.7413	nan	0.7691	0.6984	0.6589	0.8008	0.6994	0.5811	0.5654	0.7175
0.0053	17.1875	6600	0.0519	0.3686	0.4928	0.7477	nan	0.7716	0.7139	0.6619	0.8093	0.7043	0.5873	0.5678	0.7210
0.0213	17.2396	6620	0.0516	0.3658	0.4871	0.7433	nan	0.7698	0.7063	0.6495	0.7968	0.7020	0.5835	0.5607	0.7146
0.0343	17.2917	6640	0.0521	0.3711	0.5014	0.7485	nan	0.7633	0.7252	0.7139	0.8060	0.7026	0.5896	0.5910	0.7143
0.0148	17.3438	6660	0.0532	0.3708	0.4998	0.7461	nan	0.7656	0.7119	0.7072	0.8140	0.7012	0.5853	0.5879	0.7212
0.0299	17.3958	6680	0.0538	0.3675	0.4962	0.7416	nan	0.7670	0.6912	0.7244	0.7945	0.6986	0.5747	0.5909	0.7083
0.0212	17.4479	6700	0.0539	0.3675	0.4957	0.7468	nan	0.7721	0.7005	0.7202	0.7814	0.7035	0.5795	0.5898	0.6995
0.0077	17.5	6720	0.0536	0.3673	0.4933	0.7413	nan	0.7594	0.7134	0.7000	0.7868	0.6954	0.5858	0.5856	0.7040
0.0076	17.5521	6740	0.0542	0.3667	0.4927	0.7386	nan	0.7610	0.6983	0.7031	0.7940	0.6938	0.5799	0.5861	0.7070
0.0408	17.6042	6760	0.0540	0.3651	0.4885	0.7317	nan	0.7508	0.7004	0.6829	0.7972	0.6852	0.5812	0.5783	0.7113
0.0157	17.6562	6780	0.0534	0.3643	0.4901	0.7412	nan	0.7685	0.6930	0.7000	0.7789	0.6981	0.5774	0.5801	0.6947
0.0442	17.7083	6800	0.0532	0.3610	0.4805	0.7379	nan	0.7652	0.7000	0.6560	0.7620	0.6956	0.5814	0.5619	0.6883
0.0135	17.7604	6820	0.0546	0.3639	0.4887	0.7346	nan	0.7526	0.7055	0.7039	0.7702	0.6895	0.5852	0.5825	0.6903
0.0246	17.8125	6840	0.0519	0.3631	0.4871	0.7401	nan	0.7649	0.7004	0.6945	0.7630	0.6976	0.5824	0.5780	0.6839
0.0182	17.8646	6860	0.0522	0.3619	0.4837	0.7344	nan	0.7551	0.7050	0.6788	0.7633	0.6894	0.5849	0.5724	0.6866
0.0198	17.9167	6880	0.0530	0.3625	0.4853	0.7328	nan	0.7523	0.7030	0.6933	0.7632	0.6874	0.5840	0.5779	0.6881
0.0141	17.9688	6900	0.0536	0.3652	0.4934	0.7354	nan	0.7550	0.6973	0.7221	0.7858	0.6884	0.5801	0.5889	0.6993
0.0172	18.0208	6920	0.0541	0.3660	0.4942	0.7415	nan	0.7647	0.6993	0.7087	0.7926	0.6948	0.5803	0.5858	0.7014
0.0349	18.0729	6940	0.0534	0.3634	0.4861	0.7319	nan	0.7483	0.7108	0.6708	0.7866	0.6840	0.5862	0.5710	0.7022
0.0325	18.125	6960	0.0536	0.3616	0.4826	0.7297	nan	0.7531	0.6926	0.6707	0.7791	0.6850	0.5770	0.5704	0.6989
0.0217	18.1771	6980	0.0539	0.3635	0.4882	0.7324	nan	0.7543	0.6935	0.6982	0.7830	0.6873	0.5772	0.5811	0.6992
0.0115	18.2292	7000	0.0530	0.3654	0.4888	0.7433	nan	0.7730	0.6949	0.6686	0.7963	0.7004	0.5781	0.5702	0.7094
0.0163	18.2812	7020	0.0527	0.3710	0.5011	0.7496	nan	0.7698	0.7140	0.7158	0.8070	0.7041	0.5879	0.5928	0.7119
0.0297	18.3333	7040	0.0518	0.3681	0.4946	0.7377	nan	0.7563	0.7042	0.7067	0.8006	0.6926	0.5837	0.5888	0.7115
0.0414	18.3854	7060	0.0524	0.3669	0.4918	0.7366	nan	0.7577	0.6999	0.6955	0.7979	0.6921	0.5822	0.5837	0.7102
0.0326	18.4375	7080	0.0535	0.3648	0.4863	0.7393	nan	0.7654	0.6998	0.6613	0.7911	0.6972	0.5815	0.5670	0.7080
0.0857	18.4896	7100	0.0531	0.3674	0.4927	0.7409	nan	0.7619	0.7069	0.6887	0.7987	0.6964	0.5839	0.5808	0.7106
0.0262	18.5417	7120	0.0536	0.3668	0.4908	0.7394	nan	0.7623	0.7017	0.6848	0.7958	0.6959	0.5826	0.5798	0.7091
0.0569	18.5938	7140	0.0543	0.3681	0.4935	0.7450	nan	0.7685	0.7070	0.6890	0.7966	0.7012	0.5853	0.5817	0.7088
0.0143	18.6458	7160	0.0523	0.3692	0.4953	0.7464	nan	0.7695	0.7074	0.7021	0.7928	0.7033	0.5854	0.5886	0.7075
0.0136	18.6979	7180	0.0524	0.3677	0.4942	0.7432	nan	0.7654	0.7044	0.7118	0.7834	0.7002	0.5840	0.5904	0.6996
0.034	18.75	7200	0.0528	0.3679	0.4925	0.7456	nan	0.7736	0.6971	0.6960	0.7884	0.7045	0.5807	0.5846	0.7052
0.0172	18.8021	7220	0.0524	0.3690	0.4950	0.7458	nan	0.7700	0.7045	0.6973	0.7981	0.7021	0.5836	0.5866	0.7110
0.0415	18.8542	7240	0.0520	0.3685	0.4953	0.7422	nan	0.7661	0.6979	0.7072	0.8007	0.6979	0.5801	0.5902	0.7114
0.0157	18.9062	7260	0.0526	0.3677	0.4928	0.7443	nan	0.7704	0.7000	0.6889	0.7976	0.7010	0.5808	0.5821	0.7101
0.0099	18.9583	7280	0.0525	0.3691	0.4954	0.7476	nan	0.7718	0.7071	0.6999	0.7935	0.7042	0.5844	0.5874	0.7079
0.0165	19.0104	7300	0.0529	0.3673	0.4925	0.7427	nan	0.7638	0.7094	0.6938	0.7879	0.6983	0.5855	0.5832	0.7038
0.0287	19.0625	7320	0.0531	0.3655	0.4889	0.7383	nan	0.7598	0.7053	0.6812	0.7870	0.6940	0.5839	0.5768	0.7041
0.0155	19.1146	7340	0.0535	0.3666	0.4925	0.7438	nan	0.7696	0.6993	0.6997	0.7863	0.7007	0.5806	0.5839	0.7012
0.02	19.1667	7360	0.0528	0.3674	0.4932	0.7433	nan	0.7664	0.7051	0.6933	0.7941	0.6990	0.5828	0.5827	0.7074
0.0099	19.2188	7380	0.0521	0.3673	0.4925	0.7397	nan	0.7609	0.7044	0.6926	0.7969	0.6946	0.5829	0.5828	0.7104
0.0096	19.2708	7400	0.0526	0.3666	0.4938	0.7403	nan	0.7597	0.7072	0.7091	0.7866	0.6945	0.5840	0.5872	0.7007
0.0212	19.3229	7420	0.0534	0.3665	0.4928	0.7414	nan	0.7644	0.7014	0.7015	0.7897	0.6964	0.5808	0.5847	0.7035
0.1154	19.375	7440	0.0537	0.3662	0.4911	0.7447	nan	0.7693	0.7063	0.6836	0.7875	0.7007	0.5827	0.5770	0.7034
0.0048	19.4271	7460	0.0526	0.3652	0.4886	0.7435	nan	0.7682	0.7080	0.6650	0.7903	0.6993	0.5825	0.5684	0.7064
0.0591	19.4792	7480	0.0529	0.3654	0.4895	0.7421	nan	0.7674	0.7025	0.6754	0.7919	0.6979	0.5800	0.5736	0.7065
0.063	19.5312	7500	0.0529	0.3670	0.4917	0.7422	nan	0.7613	0.7159	0.6756	0.7972	0.6964	0.5858	0.5754	0.7115
0.0237	19.5833	7520	0.0523	0.3663	0.4914	0.7409	nan	0.7604	0.7117	0.6885	0.7876	0.6954	0.5846	0.5796	0.7041
0.0184	19.6354	7540	0.0525	0.3680	0.4938	0.7461	nan	0.7685	0.7117	0.6867	0.7956	0.7017	0.5848	0.5804	0.7094
0.0322	19.6875	7560	0.0529	0.3677	0.4936	0.7462	nan	0.7675	0.7142	0.6901	0.7896	0.7014	0.5858	0.5814	0.7056
0.0226	19.7396	7580	0.0521	0.3679	0.4951	0.7417	nan	0.7593	0.7132	0.7032	0.7947	0.6956	0.5856	0.5868	0.7076
0.0243	19.7917	7600	0.0527	0.3692	0.4969	0.7472	nan	0.7687	0.7116	0.7005	0.8004	0.7020	0.5851	0.5863	0.7108
0.0238	19.8438	7620	0.0521	0.3679	0.4953	0.7438	nan	0.7650	0.7073	0.7070	0.7922	0.6990	0.5835	0.5872	0.7059
0.0295	19.8958	7640	0.0524	0.3682	0.4952	0.7421	nan	0.7600	0.7134	0.7014	0.7965	0.6962	0.5860	0.5863	0.7089
0.0255	19.9479	7660	0.0520	0.3658	0.4907	0.7407	nan	0.7628	0.7046	0.6968	0.7803	0.6969	0.5825	0.5819	0.6993
0.0098	20.0	7680	0.0525	0.3669	0.4931	0.7435	nan	0.7624	0.7149	0.7010	0.7802	0.6984	0.5866	0.5845	0.6987

Framework versions

Transformers 4.42.4
Pytorch 2.3.1+cu121
Datasets 2.20.0
Tokenizers 0.19.1

saad7489
/

segformer-b0-finetuned-segments-Sixgun8-12-2024

segformer-b0-finetuned-segments-Sixgun8-12-2024

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Model tree for saad7489/segformer-b0-finetuned-segments-Sixgun8-12-2024

Evaluation results