segformer-b1-autolamella-mega-1

patrickcleeve/segformer-b1-autolamella-mega-1

segformer-b1-autolamella-mega-1 is a image segmentation model from patrickcleeve. Use it for the image segmentation task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as other.

should probably proofread and complete it, then remove this comment. --

Downloads · 30 days

13% of all-time downloads

All-time downloads

Public

Parameters

13.7M

54.7 MB on disk

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.safetensors54.7 MB · 99%

At a glance

Task: Image Segmentation
Library: transformers
License: other
Model type: segformer
Access: Public
Created: Mar 30, 2024
Updated: Mar 30, 2024
SHA: 670c0458

Base models

nvidia/mit-b1

Model card

From the Hugging Face model README

segformer-b0-finetuned-autolamella-mega-1

This model is a fine-tuned version of nvidia/mit-b1 on the patrickcleeve/autolamella dataset. It achieves the following results on the evaluation set:

Loss: 0.1093
Mean Iou: 0.7759
Mean Accuracy: 0.9403
Overall Accuracy: 0.9638
Accuracy Background: nan
Accuracy Lamella: 0.9007
Accuracy Manipulator: 0.9887
Accuracy Landing Post: 0.9619
Accuracy Copper Adapter: 0.8594
Accuracy Volume Block: 0.9905
Iou Background: 0.0
Iou Lamella: 0.8989
Iou Manipulator: 0.9883
Iou Landing Post: 0.9592
Iou Copper Adapter: 0.8204
Iou Volume Block: 0.9887

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: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Background	Accuracy Lamella	Accuracy Manipulator	Accuracy Landing Post	Accuracy Copper Adapter	Accuracy Volume Block	Iou Lamella	Iou Manipulator	Iou Landing Post	Iou Copper Adapter	Iou Volume Block
1.2527	0.03	20	1.6486	0.3170	0.4266	0.7768	nan	0.1842	0.3192	0.9521	0.0201	0.6572	0.1403	0.2935	0.8391	0.0017	0.6274
1.4802	0.06	40	1.1300	0.3274	0.4249	0.7985	nan	0.0085	0.3343	0.9689	0.0107	0.8022	0.0085	0.3087	0.8808	0.0060	0.7601
1.2266	0.09	60	1.0512	0.3922	0.5078	0.8552	nan	0.1594	0.4731	0.9865	0.0020	0.9179	0.1534	0.4588	0.9031	0.0019	0.8359
1.0268	0.12	80	0.8069	0.3839	0.4948	0.8484	nan	0.0322	0.5521	0.9866	0.0045	0.8987	0.0321	0.5232	0.9046	0.0044	0.8391
0.6265	0.15	100	0.6359	0.3146	0.4406	0.7053	nan	0.0114	0.4855	0.7694	0.0	0.9368	0.0113	0.3457	0.7637	0.0	0.7669
0.8715	0.18	120	0.5561	0.3426	0.4389	0.8129	nan	0.0392	0.2682	0.9654	0.0	0.9216	0.0389	0.2611	0.9150	0.0	0.8408
0.8471	0.21	140	0.5105	0.3653	0.4626	0.8157	nan	0.0425	0.5522	0.9753	0.0	0.7430	0.0424	0.5201	0.9044	0.0	0.7248
0.6123	0.24	160	0.5490	0.3815	0.4811	0.8001	nan	0.0178	0.6658	0.9247	0.0	0.7970	0.0178	0.6333	0.8582	0.0	0.7796
0.3638	0.27	180	0.3881	0.3721	0.4826	0.8037	nan	0.0335	0.5522	0.9141	0.0	0.9132	0.0330	0.4310	0.9012	0.0	0.8673
0.4143	0.3	200	0.3391	0.4389	0.5583	0.8544	nan	0.0417	0.8968	0.9430	0.0	0.9103	0.0416	0.7972	0.9186	0.0	0.8758
0.6603	0.33	220	0.3806	0.3699	0.4644	0.7982	nan	0.1042	0.4627	0.9324	0.0	0.8226	0.0995	0.4099	0.8924	0.0	0.8175
0.5301	0.36	240	0.2807	0.4122	0.5132	0.8419	nan	0.0064	0.7135	0.9607	0.0	0.8856	0.0064	0.7005	0.9143	0.0	0.8522
0.7067	0.4	260	0.2813	0.3809	0.4650	0.7622	nan	0.0090	0.6835	0.8755	0.0	0.7572	0.0090	0.6729	0.8512	0.0	0.7525
0.4755	0.43	280	0.2660	0.4674	0.5757	0.8847	nan	0.0668	0.8940	0.9793	0.0	0.9382	0.0666	0.8797	0.9416	0.0	0.9167
0.2597	0.46	300	0.2884	0.4567	0.5635	0.8666	nan	0.0811	0.8556	0.9594	0.0	0.9214	0.0809	0.8387	0.9283	0.0	0.8921
0.2758	0.49	320	0.2767	0.4790	0.5943	0.8679	nan	0.1638	0.9315	0.9348	0.0	0.9413	0.1627	0.8939	0.9270	0.0	0.8906
0.2459	0.52	340	0.2725	0.4248	0.5247	0.8624	nan	0.0701	0.6290	0.9805	0.0	0.9441	0.0701	0.6249	0.9458	0.0	0.9080
0.2263	0.55	360	0.2482	0.4815	0.5942	0.8775	nan	0.1745	0.9283	0.9561	0.0	0.9120	0.1744	0.8926	0.9332	0.0	0.8890
0.288	0.58	380	0.2804	0.4584	0.5780	0.8628	nan	0.1330	0.8889	0.9406	0.0	0.9274	0.1329	0.7964	0.9194	0.0	0.9019
0.578	0.61	400	0.2636	0.4282	0.5245	0.8541	nan	0.1474	0.5775	0.9691	0.0	0.9284	0.1456	0.5752	0.9402	0.0	0.9081
0.2049	0.64	420	0.2160	0.4591	0.5788	0.8636	nan	0.1550	0.8735	0.9422	0.0	0.9232	0.1548	0.7726	0.9301	0.0	0.8968
0.5474	0.67	440	0.2174	0.4928	0.6053	0.9009	nan	0.2862	0.7978	0.9837	0.0	0.9586	0.2860	0.7813	0.9619	0.0	0.9276
0.2837	0.7	460	0.2199	0.4800	0.5832	0.8594	nan	0.2672	0.8019	0.9338	0.0	0.9133	0.2663	0.7997	0.9123	0.0	0.9014
0.1499	0.73	480	0.2261	0.4383	0.5410	0.8731	nan	0.0422	0.7405	0.9871	0.0	0.9352	0.0422	0.7382	0.9400	0.0	0.9096
0.1966	0.76	500	0.2679	0.4673	0.5807	0.7464	nan	0.2930	0.9278	0.7289	0.0	0.9537	0.2920	0.8975	0.7284	0.0	0.8857
0.3873	0.79	520	0.1985	0.4916	0.6048	0.8831	nan	0.3590	0.8219	0.9641	0.0	0.8788	0.3582	0.7929	0.9394	0.0	0.8594
0.1302	0.82	540	0.1941	0.4842	0.5878	0.8487	nan	0.3363	0.8127	0.9172	0.0	0.8729	0.3278	0.7982	0.9115	0.0	0.8676
0.1616	0.85	560	0.2724	0.4580	0.5628	0.8653	nan	0.1150	0.8012	0.9552	0.0	0.9427	0.1146	0.7711	0.9397	0.0	0.9229
0.3048	0.88	580	0.1716	0.5584	0.6813	0.9265	nan	0.5214	0.9419	0.9676	0.0	0.9753	0.5169	0.9278	0.9601	0.0	0.9455
0.1334	0.91	600	0.2024	0.4590	0.5883	0.8743	nan	0.1276	0.9102	0.9488	0.0	0.9549	0.1276	0.7659	0.9391	0.0	0.9217
0.1046	0.94	620	0.1660	0.5005	0.6103	0.8949	nan	0.3735	0.7597	0.9715	0.0	0.9468	0.3706	0.7414	0.9636	0.0	0.9276
0.2272	0.97	640	0.1468	0.5288	0.6458	0.9152	nan	0.4501	0.8505	0.9793	0.0	0.9492	0.4494	0.8377	0.9672	0.0	0.9186
0.1821	1.0	660	0.1745	0.5084	0.6387	0.9061	nan	0.3862	0.8940	0.9687	0.0	0.9443	0.3837	0.7819	0.9581	0.0	0.9267
0.1816	1.03	680	0.1703	0.5279	0.6432	0.8739	nan	0.4636	0.9002	0.9085	0.0	0.9437	0.4623	0.8828	0.9016	0.0	0.9206
0.0829	1.06	700	0.1797	0.5339	0.6516	0.9153	nan	0.3797	0.9622	0.9749	0.0	0.9413	0.3793	0.9453	0.9577	0.0	0.9209
0.1193	1.09	720	0.1669	0.5220	0.6383	0.8869	nan	0.4406	0.8549	0.9327	0.0	0.9635	0.4390	0.8452	0.9212	0.0	0.9267
0.3561	1.12	740	0.1557	0.5316	0.6491	0.9210	nan	0.3822	0.9334	0.9869	0.0	0.9432	0.3815	0.9186	0.9668	0.0	0.9226
0.5291	1.16	760	0.1342	0.5491	0.6713	0.9155	nan	0.5357	0.9099	0.9597	0.0	0.9511	0.5328	0.8999	0.9526	0.0	0.9095
0.0577	1.19	780	0.1612	0.5192	0.6373	0.9117	nan	0.4093	0.8324	0.9769	0.0	0.9680	0.4088	0.8260	0.9676	0.0	0.9131
0.3877	1.22	800	0.1581	0.5506	0.6711	0.9347	nan	0.4504	0.9609	0.9930	0.0	0.9513	0.4502	0.9486	0.9735	0.0	0.9312
0.0783	1.25	820	0.1376	0.5507	0.6722	0.9254	nan	0.4829	0.9503	0.9759	0.0	0.9520	0.4815	0.9290	0.9668	0.0	0.9270
0.1087	1.28	840	0.1762	0.5085	0.6183	0.9078	nan	0.3234	0.8596	0.9917	0.0	0.9166	0.3226	0.8572	0.9712	0.0	0.9001
0.0414	1.31	860	0.1472	0.5428	0.6747	0.9031	nan	0.4939	0.9765	0.9312	0.0	0.9721	0.4922	0.9111	0.9285	0.0	0.9253
0.1103	1.34	880	0.1347	0.5679	0.6895	0.9410	nan	0.5339	0.9704	0.9900	0.0	0.9532	0.5333	0.9597	0.9754	0.0	0.9392
0.1542	1.37	900	0.2812	0.5174	0.6292	0.9193	nan	0.4087	0.7742	0.9973	0.0	0.9659	0.4064	0.7729	0.9749	0.0	0.9502
0.1547	1.4	920	0.1599	0.5410	0.6637	0.8910	nan	0.5183	0.9268	0.9219	0.0	0.9512	0.5131	0.8898	0.9143	0.0	0.9287
0.3449	1.43	940	0.1319	0.5417	0.6713	0.9061	nan	0.4682	0.9642	0.9372	0.0	0.9868	0.4661	0.9378	0.9352	0.0	0.9114
0.156	1.46	960	0.1276	0.5657	0.6971	0.9314	nan	0.5870	0.9599	0.9641	0.0	0.9745	0.5851	0.8998	0.9597	0.0	0.9496
0.3673	1.49	980	0.1790	0.5699	0.6970	0.9418	nan	0.6259	0.9736	0.9948	0.0	0.8908	0.6212	0.9521	0.9566	0.0	0.8896
0.1194	1.52	1000	0.1292	0.5428	0.6593	0.9199	nan	0.4437	0.9212	0.9755	0.0	0.9559	0.4418	0.9107	0.9662	0.0	0.9383
0.0602	1.55	1020	0.1223	0.5737	0.6988	0.9451	nan	0.5885	0.9523	0.9888	0.0	0.9642	0.5855	0.9350	0.9770	0.0	0.9444
0.0559	1.58	1040	0.1565	0.5505	0.6802	0.9245	nan	0.5189	0.9582	0.9675	0.0	0.9562	0.5149	0.8863	0.9590	0.0	0.9429
0.1513	1.61	1060	0.1506	0.6004	0.7288	0.9621	nan	0.7103	0.9773	0.9965	0.0	0.9596	0.7093	0.9746	0.9771	0.0	0.9416
0.3221	1.64	1080	0.1172	0.5750	0.6963	0.9437	nan	0.5651	0.9592	0.9872	0.0	0.9701	0.5643	0.9573	0.9764	0.0	0.9521
0.0505	1.67	1100	0.1275	0.5807	0.7069	0.9492	nan	0.6079	0.9564	0.9870	0.0	0.9833	0.6066	0.9552	0.9805	0.0	0.9418
0.133	1.7	1120	0.1521	0.5907	0.7159	0.9571	nan	0.6502	0.9752	0.9980	0.0	0.9559	0.6496	0.9723	0.9772	0.0	0.9452
0.1053	1.73	1140	0.1184	0.5747	0.6983	0.9338	nan	0.5656	0.9779	0.9663	0.0	0.9817	0.5636	0.9654	0.9619	0.0	0.9575
0.0971	1.76	1160	0.1181	0.5871	0.7105	0.9414	nan	0.6508	0.9622	0.9729	0.0	0.9667	0.6451	0.9555	0.9682	0.0	0.9538
0.0701	1.79	1180	0.1120	0.5896	0.7148	0.9459	nan	0.6198	0.9783	0.9776	0.0166	0.9815	0.6190	0.9748	0.9653	0.0166	0.9617
0.2152	1.82	1200	0.1225	0.5692	0.6877	0.9321	nan	0.5404	0.9546	0.9732	0.0	0.9705	0.5322	0.9527	0.9676	0.0	0.9626
0.1078	1.85	1220	0.1175	0.6046	0.7299	0.9605	nan	0.7129	0.9724	0.9909	0.0	0.9734	0.7080	0.9712	0.9813	0.0	0.9671
0.0627	1.88	1240	0.1140	0.5727	0.6943	0.9367	nan	0.5397	0.9789	0.9748	0.0	0.9782	0.5385	0.9683	0.9669	0.0	0.9622
0.126	1.91	1260	0.0935	0.6014	0.7275	0.9453	nan	0.7251	0.9659	0.9649	0.0001	0.9812	0.7233	0.9611	0.9558	0.0001	0.9679
0.0335	1.95	1280	0.1121	0.5840	0.7127	0.9447	nan	0.6183	0.9854	0.9741	0.0	0.9856	0.6176	0.9545	0.9654	0.0	0.9666
0.2148	1.98	1300	0.1126	0.5611	0.6802	0.9328	nan	0.5266	0.9611	0.9864	0.0	0.9267	0.5262	0.9527	0.9619	0.0	0.9258
0.055	2.01	1320	0.1313	0.5699	0.6899	0.9414	nan	0.5433	0.9490	0.9883	0.0	0.9687	0.5419	0.9477	0.9739	0.0	0.9560
0.0483	2.04	1340	0.1286	0.5424	0.6581	0.8946	nan	0.4797	0.9231	0.9320	0.0	0.9555	0.4786	0.9229	0.9236	0.0	0.9296
0.0553	2.07	1360	0.1064	0.6083	0.7361	0.9621	nan	0.7358	0.9725	0.9873	0.0	0.9849	0.7346	0.9701	0.9808	0.0	0.9645
0.0304	2.1	1380	0.1138	0.5809	0.7027	0.9403	nan	0.6015	0.9634	0.9758	0.0	0.9729	0.6010	0.9611	0.9656	0.0	0.9577
0.0546	2.13	1400	0.1134	0.6106	0.7425	0.9662	nan	0.7687	0.9803	0.9919	0.0006	0.9709	0.7650	0.9667	0.9825	0.0006	0.9487
0.0695	2.16	1420	0.1182	0.6024	0.7303	0.9620	nan	0.7120	0.9792	0.9942	0.0	0.9662	0.7112	0.9758	0.9811	0.0	0.9460
0.0223	2.19	1440	0.1149	0.5812	0.7039	0.9452	nan	0.6525	0.9292	0.9875	0.0	0.9501	0.6514	0.9283	0.9645	0.0	0.9430
0.1745	2.22	1460	0.1391	0.5577	0.6804	0.8994	nan	0.6005	0.8947	0.9193	0.0	0.9873	0.5998	0.8918	0.9038	0.0	0.9506
0.2004	2.25	1480	0.1139	0.6062	0.7323	0.9547	nan	0.7562	0.9582	0.9800	0.0	0.9671	0.7519	0.9538	0.9720	0.0	0.9596
0.0222	2.28	1500	0.1064	0.5881	0.7127	0.9480	nan	0.6233	0.9782	0.9806	0.0	0.9813	0.6196	0.9766	0.9760	0.0	0.9563
0.0627	2.31	1520	0.1011	0.5953	0.7181	0.9535	nan	0.6641	0.9707	0.9882	0.0	0.9677	0.6633	0.9696	0.9759	0.0	0.9629
0.0336	2.34	1540	0.1487	0.5850	0.7079	0.9449	nan	0.6521	0.9273	0.9794	0.0	0.9805	0.6441	0.9240	0.9708	0.0	0.9714
0.0467	2.37	1560	0.1204	0.5912	0.7181	0.9419	nan	0.6610	0.9862	0.9664	0.0	0.9767	0.6558	0.9608	0.9622	0.0	0.9685
0.0366	2.4	1580	0.0868	0.5880	0.7093	0.9405	nan	0.6588	0.9429	0.9714	0.0	0.9732	0.6540	0.9422	0.9641	0.0	0.9678
0.1011	2.43	1600	0.0955	0.6218	0.7523	0.9616	nan	0.7450	0.9826	0.9823	0.0610	0.9907	0.7417	0.9803	0.9780	0.0610	0.9697
0.3434	2.46	1620	0.0978	0.5998	0.7233	0.9528	nan	0.6731	0.9833	0.9836	0.0063	0.9700	0.6712	0.9785	0.9763	0.0063	0.9668
0.0322	2.49	1640	0.1120	0.5957	0.7196	0.9564	nan	0.6661	0.9601	0.9914	0.0030	0.9774	0.6593	0.9556	0.9838	0.0030	0.9726
0.0438	2.52	1660	0.0885	0.6118	0.7392	0.9578	nan	0.7901	0.9511	0.9792	0.0	0.9755	0.7893	0.9462	0.9702	0.0	0.9652
0.0302	2.55	1680	0.2676	0.5419	0.6570	0.9050	nan	0.5335	0.9043	0.9616	0.0	0.8855	0.5310	0.9032	0.9320	0.0	0.8854
0.1708	2.58	1700	0.1117	0.5912	0.7149	0.9549	nan	0.6212	0.9770	0.9904	0.0	0.9861	0.6206	0.9742	0.9827	0.0	0.9699
0.0599	2.61	1720	0.1063	0.6197	0.7480	0.9696	nan	0.7955	0.9691	0.9919	0.0	0.9834	0.7913	0.9674	0.9848	0.0	0.9746
0.0452	2.64	1740	0.0969	0.6122	0.7428	0.9523	nan	0.7627	0.9860	0.9675	0.0152	0.9824	0.7604	0.9723	0.9629	0.0152	0.9626
0.1081	2.67	1760	0.0848	0.6071	0.7323	0.9449	nan	0.7084	0.9824	0.9637	0.0244	0.9824	0.7064	0.9807	0.9572	0.0244	0.9740
0.0286	2.71	1780	0.1049	0.5778	0.6982	0.9224	nan	0.5778	0.9738	0.9478	0.0104	0.9812	0.5755	0.9722	0.9432	0.0104	0.9656
0.032	2.74	1800	0.1092	0.5963	0.7203	0.9485	nan	0.6168	0.9618	0.9860	0.0619	0.9748	0.6158	0.9606	0.9761	0.0619	0.9633
0.212	2.77	1820	0.1036	0.5711	0.6896	0.9352	nan	0.5991	0.8986	0.9774	0.0	0.9730	0.5982	0.8980	0.9643	0.0	0.9662
0.0941	2.8	1840	0.0930	0.6062	0.7314	0.9512	nan	0.7371	0.9719	0.9731	0.0	0.9749	0.7340	0.9674	0.9662	0.0	0.9697
0.0484	2.83	1860	0.1310	0.5975	0.7214	0.9531	nan	0.6611	0.9152	0.9953	0.0666	0.9686	0.6578	0.9147	0.9802	0.0665	0.9661
0.1025	2.86	1880	0.0860	0.6173	0.7460	0.9500	nan	0.8279	0.9675	0.9608	0.0018	0.9720	0.8236	0.9595	0.9544	0.0018	0.9647
0.0573	2.89	1900	0.0832	0.5975	0.7229	0.9432	nan	0.7106	0.9545	0.9643	0.0009	0.9842	0.7097	0.9517	0.9576	0.0009	0.9649
0.0416	2.92	1920	0.0926	0.5987	0.7247	0.9469	nan	0.6610	0.9858	0.9714	0.0186	0.9866	0.6603	0.9791	0.9662	0.0185	0.9681
0.0323	2.95	1940	0.0890	0.6333	0.7635	0.9617	nan	0.8144	0.9842	0.9753	0.0611	0.9825	0.8124	0.9813	0.9683	0.0610	0.9770
0.0234	2.98	1960	0.0984	0.6140	0.7405	0.9654	nan	0.7341	0.9827	0.9925	0.0135	0.9796	0.7318	0.9798	0.9847	0.0135	0.9741
0.0371	3.01	1980	0.0935	0.6338	0.7638	0.9630	nan	0.7854	0.9815	0.9824	0.0911	0.9785	0.7837	0.9806	0.9750	0.0908	0.9728
0.1032	3.04	2000	0.0885	0.6304	0.7603	0.9497	nan	0.7823	0.9813	0.9595	0.0888	0.9897	0.7803	0.9804	0.9549	0.0886	0.9782
0.0925	3.07	2020	0.0869	0.6261	0.7559	0.9477	nan	0.7427	0.9797	0.9620	0.1062	0.9891	0.7407	0.9790	0.9566	0.1059	0.9746
0.034	3.1	2040	0.0931	0.6202	0.7510	0.9581	nan	0.7304	0.9531	0.9827	0.0974	0.9913	0.7282	0.9525	0.9774	0.0970	0.9664
0.0384	3.13	2060	0.1055	0.5889	0.7111	0.9368	nan	0.5877	0.9291	0.9761	0.0869	0.9758	0.5870	0.9267	0.9688	0.0867	0.9641
0.0476	3.16	2080	0.0875	0.6173	0.7456	0.9496	nan	0.6957	0.9840	0.9718	0.0925	0.9840	0.6944	0.9785	0.9664	0.0924	0.9719
0.0634	3.19	2100	0.0867	0.6159	0.7424	0.9524	nan	0.6623	0.9780	0.9819	0.1085	0.9816	0.6596	0.9768	0.9746	0.1083	0.9759
0.0364	3.22	2120	0.1000	0.6152	0.7422	0.8984	nan	0.7568	0.9726	0.8854	0.1066	0.9894	0.7542	0.9719	0.8825	0.1060	0.9764
0.0356	3.25	2140	0.1001	0.6118	0.7393	0.9527	nan	0.7141	0.9591	0.9863	0.0863	0.9509	0.7126	0.9582	0.9663	0.0858	0.9482
0.0386	3.28	2160	0.1070	0.6033	0.7267	0.9125	nan	0.6980	0.9630	0.9258	0.0950	0.9517	0.6955	0.9624	0.9187	0.0944	0.9489
0.0492	3.31	2180	0.0987	0.6332	0.7650	0.9657	nan	0.7543	0.9849	0.9901	0.1174	0.9782	0.7540	0.9824	0.9781	0.1171	0.9680
0.0222	3.34	2200	0.1015	0.5979	0.7221	0.9459	nan	0.5999	0.9838	0.9807	0.0699	0.9763	0.5991	0.9775	0.9732	0.0695	0.9680
0.0812	3.37	2220	0.1246	0.6217	0.7504	0.9621	nan	0.6822	0.9871	0.9954	0.1159	0.9713	0.6814	0.9858	0.9807	0.1155	0.9669
0.0169	3.4	2240	0.0863	0.6268	0.7570	0.9457	nan	0.7373	0.9724	0.9605	0.1251	0.9896	0.7360	0.9708	0.9566	0.1242	0.9734
0.0839	3.43	2260	0.0865	0.6355	0.7680	0.9624	nan	0.7623	0.9866	0.9813	0.1225	0.9874	0.7617	0.9840	0.9750	0.1214	0.9708
0.0457	3.47	2280	0.1031	0.6324	0.7639	0.9664	nan	0.7824	0.9430	0.9911	0.1161	0.9867	0.7809	0.9417	0.9828	0.1154	0.9738
0.1058	3.5	2300	0.0792	0.6348	0.7655	0.9397	nan	0.7698	0.9881	0.9478	0.1442	0.9774	0.7656	0.9837	0.9430	0.1436	0.9727
0.0139	3.53	2320	0.0809	0.6391	0.7720	0.9669	nan	0.8067	0.9793	0.9838	0.1036	0.9864	0.8017	0.9789	0.9779	0.1032	0.9728
0.084	3.56	2340	0.0859	0.6247	0.7532	0.9634	nan	0.7636	0.9827	0.9864	0.0573	0.9761	0.7618	0.9793	0.9811	0.0573	0.9685
0.0454	3.59	2360	0.0789	0.6046	0.7312	0.9310	nan	0.7388	0.9789	0.9407	0.0218	0.9758	0.7368	0.9678	0.9377	0.0218	0.9635
0.0499	3.62	2380	0.0842	0.6611	0.7983	0.9715	nan	0.8102	0.9860	0.9902	0.2232	0.9816	0.8091	0.9841	0.9820	0.2200	0.9716
0.0942	3.65	2400	0.0809	0.6383	0.7727	0.9492	nan	0.7884	0.9874	0.9580	0.1440	0.9856	0.7861	0.9860	0.9543	0.1423	0.9613
0.0252	3.68	2420	0.0783	0.6442	0.7771	0.9611	nan	0.7687	0.9853	0.9816	0.1740	0.9757	0.7671	0.9844	0.9728	0.1726	0.9683
0.0157	3.71	2440	0.0763	0.6498	0.7837	0.9582	nan	0.8072	0.9708	0.9746	0.1926	0.9735	0.8025	0.9704	0.9664	0.1904	0.9693
0.0267	3.74	2460	0.0886	0.6137	0.7403	0.9208	nan	0.6563	0.9858	0.9327	0.1441	0.9829	0.6533	0.9835	0.9287	0.1432	0.9733
0.0253	3.77	2480	0.0836	0.6382	0.7726	0.9686	nan	0.7831	0.9885	0.9867	0.1130	0.9918	0.7781	0.9808	0.9827	0.1126	0.9748
0.0748	3.8	2500	0.0867	0.6178	0.7516	0.9418	nan	0.6956	0.9855	0.9576	0.1281	0.9911	0.6930	0.9611	0.9543	0.1270	0.9712
0.0737	3.83	2520	0.0926	0.6279	0.7574	0.9630	nan	0.6967	0.9875	0.9931	0.1314	0.9780	0.6954	0.9849	0.9828	0.1306	0.9739
0.0214	3.86	2540	0.0932	0.6268	0.7559	0.9598	nan	0.6910	0.9872	0.9876	0.1307	0.9831	0.6887	0.9862	0.9795	0.1297	0.9769
0.0343	3.89	2560	0.0813	0.6451	0.7812	0.9631	nan	0.7836	0.9880	0.9794	0.1679	0.9870	0.7731	0.9768	0.9749	0.1658	0.9797
0.0594	3.92	2580	0.0712	0.6395	0.7708	0.9570	nan	0.7592	0.9834	0.9746	0.1527	0.9842	0.7561	0.9822	0.9696	0.1506	0.9784
0.0725	3.95	2600	0.0724	0.6389	0.7705	0.9445	nan	0.7634	0.9822	0.9534	0.1630	0.9906	0.7595	0.9813	0.9498	0.1619	0.9813
0.0785	3.98	2620	0.0894	0.6344	0.7652	0.9556	nan	0.6914	0.9851	0.9838	0.1924	0.9732	0.6891	0.9837	0.9738	0.1917	0.9682
0.0275	4.01	2640	0.0788	0.6376	0.7683	0.9357	nan	0.7520	0.9870	0.9432	0.1780	0.9812	0.7504	0.9857	0.9397	0.1763	0.9735
0.0225	4.04	2660	0.0705	0.6594	0.7948	0.9592	nan	0.8123	0.9876	0.9706	0.2207	0.9827	0.8091	0.9860	0.9663	0.2176	0.9772
0.1612	4.07	2680	0.0699	0.6666	0.8050	0.9567	nan	0.8118	0.9856	0.9667	0.2771	0.9841	0.8062	0.9839	0.9627	0.2709	0.9758
0.1545	4.1	2700	0.0785	0.6343	0.7646	0.9516	nan	0.7502	0.9776	0.9698	0.1466	0.9786	0.7485	0.9760	0.9617	0.1458	0.9738
0.0696	4.13	2720	0.0834	0.6381	0.7693	0.9527	nan	0.7669	0.9879	0.9696	0.1503	0.9719	0.7616	0.9868	0.9628	0.1495	0.9678
0.015	4.16	2740	0.0847	0.6319	0.7624	0.9556	nan	0.7502	0.9823	0.9785	0.1345	0.9665	0.7450	0.9817	0.9688	0.1340	0.9616
0.1205	4.19	2760	0.0929	0.6300	0.7606	0.9359	nan	0.6742	0.9772	0.9569	0.2218	0.9731	0.6692	0.9757	0.9503	0.2205	0.9643
0.0191	4.22	2780	0.0805	0.6697	0.8088	0.9522	nan	0.7758	0.9891	0.9687	0.3459	0.9646	0.7745	0.9832	0.9583	0.3407	0.9616
0.1073	4.26	2800	0.0962	0.6677	0.8062	0.9606	nan	0.7500	0.9893	0.9839	0.3385	0.9691	0.7481	0.9871	0.9724	0.3333	0.9654
0.1843	4.29	2820	0.0850	0.6733	0.8153	0.9238	nan	0.7967	0.9874	0.9179	0.3917	0.9826	0.7850	0.9831	0.9143	0.3834	0.9742
0.0283	4.32	2840	0.0794	0.6831	0.8253	0.9529	nan	0.7801	0.9887	0.9668	0.4175	0.9735	0.7779	0.9872	0.9592	0.4041	0.9700
0.1662	4.35	2860	0.0802	0.6829	0.8251	0.9381	nan	0.7989	0.9834	0.9408	0.4230	0.9792	0.7960	0.9830	0.9354	0.4107	0.9724
0.0798	4.38	2880	0.0928	0.6731	0.8126	0.9570	nan	0.7153	0.9832	0.9826	0.4094	0.9726	0.7146	0.9819	0.9721	0.4013	0.9684
0.0293	4.41	2900	0.0868	0.6864	0.8292	0.9413	nan	0.8306	0.9845	0.9419	0.4109	0.9780	0.8277	0.9837	0.9353	0.4053	0.9664
0.0272	4.44	2920	0.0839	0.6595	0.7984	0.9444	nan	0.7503	0.9868	0.9537	0.3101	0.9910	0.7492	0.9761	0.9506	0.3062	0.9750
0.0472	4.47	2940	0.0816	0.6601	0.7960	0.9450	nan	0.7306	0.9802	0.9595	0.3242	0.9854	0.7281	0.9774	0.9551	0.3201	0.9796
0.0247	4.5	2960	0.0864	0.6717	0.8103	0.9696	nan	0.8235	0.9854	0.9862	0.2775	0.9787	0.8225	0.9805	0.9768	0.2749	0.9758
0.067	4.53	2980	0.0932	0.6956	0.8402	0.9702	nan	0.8272	0.9896	0.9866	0.4221	0.9755	0.8224	0.9868	0.9780	0.4139	0.9728
0.0811	4.56	3000	0.0976	0.6616	0.7986	0.9364	nan	0.6353	0.9883	0.9567	0.4244	0.9884	0.6329	0.9847	0.9532	0.4153	0.9838
0.0272	4.59	3020	0.1047	0.6533	0.7876	0.9517	nan	0.6439	0.9783	0.9814	0.3490	0.9853	0.6421	0.9779	0.9752	0.3444	0.9800
0.0249	4.62	3040	0.0886	0.6915	0.8340	0.9707	nan	0.7889	0.9853	0.9902	0.4197	0.9860	0.7876	0.9845	0.9814	0.4167	0.9787
0.027	4.65	3060	0.0836	0.6959	0.8398	0.9640	nan	0.8063	0.9858	0.9771	0.4419	0.9878	0.8037	0.9845	0.9711	0.4342	0.9821
0.022	4.68	3080	0.0788	0.6845	0.8272	0.9606	nan	0.7788	0.9716	0.9786	0.4231	0.9838	0.7753	0.9707	0.9701	0.4108	0.9803
0.0704	4.71	3100	0.0808	0.7098	0.8619	0.9701	nan	0.8095	0.9866	0.9869	0.5444	0.9822	0.8072	0.9845	0.9790	0.5079	0.9805
0.0123	4.74	3120	0.0727	0.7262	0.8883	0.9704	nan	0.8666	0.9894	0.9763	0.6152	0.9941	0.8603	0.9856	0.9735	0.5573	0.9806
0.1596	4.77	3140	0.0704	0.7139	0.8684	0.9658	nan	0.8159	0.9901	0.9786	0.5734	0.9840	0.8138	0.9853	0.9730	0.5313	0.9802
0.0502	4.8	3160	0.0729	0.6942	0.8384	0.9642	nan	0.8098	0.9870	0.9754	0.4267	0.9931	0.8089	0.9849	0.9708	0.4220	0.9789
0.0519	4.83	3180	0.0662	0.7006	0.8462	0.9596	nan	0.8389	0.9874	0.9662	0.4521	0.9863	0.8329	0.9864	0.9628	0.4403	0.9810
0.0189	4.86	3200	0.0702	0.6888	0.8309	0.9600	nan	0.7973	0.9864	0.9773	0.4258	0.9675	0.7917	0.9842	0.9731	0.4197	0.9643
0.0281	4.89	3220	0.0739	0.6857	0.8272	0.9413	nan	0.8411	0.9859	0.9403	0.3906	0.9781	0.8390	0.9839	0.9371	0.3850	0.9689
0.0886	4.92	3240	0.0916	0.6644	0.8014	0.9250	nan	0.7829	0.9845	0.9248	0.3421	0.9725	0.7770	0.9842	0.9224	0.3392	0.9639
0.027	4.95	3260	0.0738	0.6997	0.8439	0.9691	nan	0.8640	0.9892	0.9784	0.4060	0.9820	0.8625	0.9885	0.9728	0.4005	0.9737
0.0974	4.98	3280	0.0714	0.6930	0.8351	0.9437	nan	0.8303	0.9858	0.9457	0.4374	0.9765	0.8272	0.9854	0.9414	0.4315	0.9723
0.0417	5.02	3300	0.0728	0.6671	0.8035	0.9428	nan	0.7635	0.9887	0.9527	0.3352	0.9773	0.7614	0.9881	0.9483	0.3333	0.9716
0.0162	5.05	3320	0.0759	0.6691	0.8077	0.9497	nan	0.8593	0.9851	0.9501	0.2609	0.9831	0.8530	0.9847	0.9473	0.2587	0.9711
0.0765	5.08	3340	0.0722	0.7197	0.8690	0.9683	nan	0.8217	0.9866	0.9832	0.5735	0.9798	0.8187	0.9862	0.9781	0.5603	0.9746
0.0316	5.11	3360	0.0786	0.7246	0.8756	0.9671	nan	0.8002	0.9890	0.9829	0.6235	0.9826	0.7989	0.9868	0.9758	0.6096	0.9765
0.1062	5.14	3380	0.0697	0.7433	0.9021	0.9717	nan	0.8472	0.9887	0.9841	0.7097	0.9809	0.8422	0.9842	0.9773	0.6787	0.9775
0.0819	5.17	3400	0.0676	0.7089	0.8568	0.9506	nan	0.8007	0.9792	0.9581	0.5599	0.9862	0.7990	0.9780	0.9539	0.5410	0.9815
0.0168	5.2	3420	0.0756	0.7211	0.8722	0.9770	nan	0.8762	0.9833	0.9880	0.5263	0.9871	0.8728	0.9826	0.9838	0.5078	0.9798
0.0315	5.23	3440	0.0739	0.6949	0.8391	0.9598	nan	0.8005	0.9783	0.9734	0.4594	0.9839	0.7984	0.9778	0.9689	0.4518	0.9724
0.0965	5.26	3460	0.0690	0.7091	0.8554	0.9584	nan	0.8076	0.9746	0.9698	0.5380	0.9870	0.8066	0.9738	0.9633	0.5305	0.9801
0.0235	5.29	3480	0.0683	0.7116	0.8597	0.9630	nan	0.8126	0.9889	0.9755	0.5397	0.9816	0.8112	0.9851	0.9705	0.5245	0.9786
0.0784	5.32	3500	0.0696	0.7068	0.8567	0.9577	nan	0.7699	0.9841	0.9724	0.5708	0.9861	0.7678	0.9834	0.9684	0.5387	0.9827
0.0159	5.35	3520	0.0802	0.7283	0.8792	0.9717	nan	0.8091	0.9873	0.9882	0.6258	0.9858	0.8080	0.9868	0.9820	0.6102	0.9830
0.0155	5.38	3540	0.0834	0.6937	0.8369	0.9319	nan	0.8041	0.9870	0.9310	0.4867	0.9756	0.8004	0.9828	0.9288	0.4785	0.9720
0.0181	5.41	3560	0.0794	0.6877	0.8287	0.9539	nan	0.7424	0.9884	0.9702	0.4572	0.9852	0.7414	0.9878	0.9648	0.4515	0.9805
0.0112	5.44	3580	0.0705	0.7095	0.8611	0.9584	nan	0.7961	0.9880	0.9684	0.5630	0.9902	0.7941	0.9872	0.9646	0.5272	0.9838
0.0113	5.47	3600	0.0656	0.7343	0.8960	0.9664	nan	0.8426	0.9856	0.9776	0.6957	0.9787	0.8412	0.9840	0.9707	0.6339	0.9762
0.0385	5.5	3620	0.0630	0.7200	0.8719	0.9608	nan	0.7988	0.9769	0.9743	0.6236	0.9859	0.7974	0.9761	0.9696	0.5937	0.9830
0.0334	5.53	3640	0.0678	0.7381	0.8922	0.9623	nan	0.8445	0.9888	0.9683	0.6715	0.9878	0.8423	0.9883	0.9646	0.6513	0.9819
0.0153	5.56	3660	0.0685	0.7185	0.8687	0.9623	nan	0.8049	0.9884	0.9736	0.5884	0.9884	0.8032	0.9868	0.9694	0.5681	0.9835
0.122	5.59	3680	0.0682	0.7390	0.8953	0.9726	nan	0.8488	0.9890	0.9828	0.6655	0.9902	0.8466	0.9875	0.9785	0.6371	0.9841
0.0265	5.62	3700	0.0695	0.7087	0.8564	0.9578	nan	0.7950	0.9858	0.9689	0.5452	0.9869	0.7927	0.9854	0.9650	0.5267	0.9824
0.0713	5.65	3720	0.0750	0.7141	0.8649	0.9662	nan	0.8273	0.9872	0.9804	0.5546	0.9750	0.8241	0.9864	0.9741	0.5270	0.9731
0.0632	5.68	3740	0.0637	0.7152	0.8659	0.9616	nan	0.8245	0.9884	0.9714	0.5615	0.9835	0.8212	0.9857	0.9680	0.5401	0.9760
0.0239	5.71	3760	0.0759	0.7308	0.8936	0.9698	nan	0.7919	0.9842	0.9883	0.7200	0.9836	0.7883	0.9837	0.9820	0.6491	0.9815
0.0185	5.74	3780	0.0679	0.7232	0.8763	0.9626	nan	0.7876	0.9884	0.9762	0.6405	0.9888	0.7849	0.9868	0.9717	0.6128	0.9831
0.1536	5.78	3800	0.0721	0.7203	0.8718	0.9358	nan	0.8358	0.9651	0.9350	0.6462	0.9770	0.8339	0.9647	0.9294	0.6194	0.9747
0.0293	5.81	3820	0.0697	0.7142	0.8624	0.9633	nan	0.8004	0.9702	0.9796	0.5783	0.9835	0.7991	0.9694	0.9732	0.5636	0.9802
0.0704	5.84	3840	0.0692	0.7087	0.8563	0.9605	nan	0.8008	0.9858	0.9709	0.5313	0.9929	0.7992	0.9847	0.9668	0.5172	0.9845
0.0183	5.87	3860	0.0748	0.7172	0.8655	0.9654	nan	0.7800	0.9874	0.9830	0.5934	0.9837	0.7792	0.9860	0.9766	0.5807	0.9806
0.0375	5.9	3880	0.0828	0.7438	0.9004	0.9777	nan	0.8701	0.9906	0.9882	0.6645	0.9884	0.8680	0.9894	0.9825	0.6388	0.9840
0.1463	5.93	3900	0.0687	0.7085	0.8581	0.9533	nan	0.7959	0.9731	0.9642	0.5728	0.9848	0.7932	0.9725	0.9598	0.5451	0.9804
0.0217	5.96	3920	0.0706	0.7123	0.8641	0.9495	nan	0.7628	0.9901	0.9585	0.6178	0.9911	0.7597	0.9772	0.9560	0.5959	0.9850
0.0472	5.99	3940	0.0680	0.7308	0.8825	0.9694	nan	0.8450	0.9869	0.9786	0.6106	0.9916	0.8439	0.9858	0.9739	0.5954	0.9857
0.021	6.02	3960	0.0687	0.7138	0.8620	0.9641	nan	0.7902	0.9869	0.9782	0.5647	0.9900	0.7892	0.9853	0.9732	0.5495	0.9857
0.0176	6.05	3980	0.0727	0.7017	0.8467	0.9500	nan	0.8165	0.9858	0.9549	0.4912	0.9848	0.8145	0.9852	0.9510	0.4791	0.9806
0.0577	6.08	4000	0.0765	0.6954	0.8397	0.9423	nan	0.8025	0.9864	0.9456	0.4821	0.9819	0.8003	0.9856	0.9419	0.4658	0.9791
0.0531	6.11	4020	0.0787	0.7053	0.8543	0.9610	nan	0.7607	0.9780	0.9776	0.5611	0.9939	0.7595	0.9770	0.9715	0.5418	0.9821
0.0783	6.14	4040	0.0749	0.6987	0.8445	0.9463	nan	0.8236	0.9772	0.9479	0.4823	0.9914	0.8222	0.9764	0.9430	0.4746	0.9762
0.0134	6.17	4060	0.0722	0.6950	0.8391	0.9615	nan	0.8364	0.9829	0.9690	0.4165	0.9907	0.8351	0.9812	0.9639	0.4097	0.9799
0.0472	6.2	4080	0.0688	0.6990	0.8434	0.9490	nan	0.8265	0.9904	0.9500	0.4596	0.9904	0.8248	0.9877	0.9467	0.4526	0.9821
0.0625	6.23	4100	0.0673	0.7176	0.8671	0.9702	nan	0.8320	0.9892	0.9813	0.5410	0.9920	0.8299	0.9869	0.9772	0.5279	0.9839
0.0434	6.26	4120	0.0670	0.7145	0.8709	0.9497	nan	0.7854	0.9819	0.9585	0.6442	0.9848	0.7826	0.9812	0.9554	0.5879	0.9799
0.0695	6.29	4140	0.0661	0.7417	0.9021	0.9607	nan	0.8588	0.9904	0.9659	0.7161	0.9792	0.8571	0.9889	0.9608	0.6665	0.9772
0.1032	6.32	4160	0.0639	0.7387	0.8980	0.9637	nan	0.8107	0.9854	0.9751	0.7306	0.9881	0.8091	0.9849	0.9702	0.6826	0.9856
0.3381	6.35	4180	0.0680	0.7171	0.8677	0.9582	nan	0.7939	0.9850	0.9706	0.6061	0.9828	0.7926	0.9838	0.9636	0.5812	0.9813
0.0185	6.38	4200	0.0764	0.7362	0.8919	0.9724	nan	0.8219	0.9904	0.9864	0.6725	0.9884	0.8212	0.9877	0.9788	0.6440	0.9856
0.1073	6.41	4220	0.0651	0.7425	0.8997	0.9661	nan	0.8294	0.9880	0.9758	0.7158	0.9892	0.8274	0.9862	0.9704	0.6850	0.9858
0.0492	6.44	4240	0.0685	0.7217	0.8727	0.9527	nan	0.8079	0.9874	0.9590	0.6228	0.9865	0.8058	0.9865	0.9551	0.5998	0.9832
0.0649	6.47	4260	0.0671	0.7030	0.8485	0.9581	nan	0.8114	0.9892	0.9669	0.4877	0.9873	0.8097	0.9872	0.9637	0.4770	0.9805
0.1434	6.5	4280	0.0622	0.7230	0.8769	0.9633	nan	0.8467	0.9886	0.9708	0.5944	0.9841	0.8436	0.9880	0.9671	0.5577	0.9815
0.0419	6.53	4300	0.0714	0.7493	0.9086	0.9689	nan	0.8108	0.9858	0.9822	0.7732	0.9908	0.8085	0.9849	0.9775	0.7381	0.9867
0.1831	6.57	4320	0.0731	0.7552	0.9175	0.9744	nan	0.8462	0.9915	0.9860	0.7760	0.9875	0.8449	0.9888	0.9801	0.7348	0.9825
0.008	6.6	4340	0.0700	0.7448	0.9035	0.9591	nan	0.8241	0.9898	0.9662	0.7514	0.9860	0.8229	0.9892	0.9605	0.7151	0.9811
0.0067	6.63	4360	0.0690	0.7302	0.8828	0.9550	nan	0.8332	0.9874	0.9598	0.6496	0.9840	0.8318	0.9871	0.9549	0.6274	0.9799
0.0193	6.66	4380	0.0711	0.7126	0.8603	0.9456	nan	0.8100	0.9909	0.9476	0.5665	0.9863	0.8088	0.9896	0.9435	0.5536	0.9804
0.0257	6.69	4400	0.0813	0.7250	0.8774	0.9692	nan	0.8068	0.9885	0.9851	0.6233	0.9833	0.8062	0.9878	0.9777	0.5990	0.9791
0.0243	6.72	4420	0.0677	0.7485	0.9082	0.9702	nan	0.8560	0.9907	0.9774	0.7248	0.9920	0.8527	0.9896	0.9742	0.6900	0.9847
0.0663	6.75	4440	0.0652	0.7428	0.9034	0.9599	nan	0.8564	0.9915	0.9633	0.7209	0.9850	0.8549	0.9898	0.9589	0.6718	0.9816
0.0302	6.78	4460	0.0752	0.7442	0.9066	0.9705	nan	0.8371	0.9916	0.9820	0.7376	0.9849	0.8352	0.9878	0.9772	0.6830	0.9820
0.037	6.81	4480	0.0673	0.7442	0.9085	0.9609	nan	0.8301	0.9881	0.9675	0.7675	0.9891	0.8269	0.9874	0.9645	0.7038	0.9825
0.0135	6.84	4500	0.0770	0.7039	0.8535	0.9553	nan	0.7198	0.9860	0.9760	0.6039	0.9817	0.7190	0.9853	0.9699	0.5712	0.9778
0.0152	6.87	4520	0.0693	0.7343	0.8885	0.9508	nan	0.8599	0.9885	0.9469	0.6524	0.9949	0.8568	0.9876	0.9446	0.6332	0.9839
0.0256	6.9	4540	0.0679	0.7199	0.8829	0.9716	nan	0.8710	0.9907	0.9798	0.5883	0.9847	0.8663	0.9896	0.9761	0.5056	0.9820
0.0127	6.93	4560	0.0684	0.7157	0.8741	0.9676	nan	0.8704	0.9915	0.9738	0.5496	0.9851	0.8671	0.9904	0.9698	0.4851	0.9821
0.018	6.96	4580	0.0717	0.7074	0.8558	0.9509	nan	0.8332	0.9890	0.9529	0.5163	0.9875	0.8301	0.9883	0.9492	0.4921	0.9849
0.0127	6.99	4600	0.0883	0.6888	0.8329	0.9722	nan	0.8126	0.9817	0.9920	0.3997	0.9784	0.8115	0.9812	0.9825	0.3809	0.9768
0.0119	7.02	4620	0.0622	0.7135	0.8650	0.9679	nan	0.8510	0.9914	0.9756	0.5170	0.9898	0.8487	0.9899	0.9718	0.4872	0.9837
0.0127	7.05	4640	0.0682	0.7172	0.8763	0.9701	nan	0.8290	0.9906	0.9812	0.5887	0.9918	0.8263	0.9898	0.9772	0.5243	0.9858
0.0369	7.08	4660	0.0689	0.7068	0.8618	0.9584	nan	0.8124	0.9908	0.9674	0.5534	0.9850	0.8101	0.9861	0.9640	0.4983	0.9823
0.0088	7.11	4680	0.0739	0.7225	0.8767	0.9567	nan	0.8719	0.9911	0.9560	0.5762	0.9881	0.8692	0.9889	0.9532	0.5398	0.9841
0.0074	7.14	4700	0.0718	0.7225	0.8799	0.9571	nan	0.8739	0.9919	0.9548	0.5856	0.9932	0.8709	0.9908	0.9527	0.5408	0.9801
0.1149	7.17	4720	0.0693	0.7331	0.8954	0.9753	nan	0.8635	0.9891	0.9853	0.6493	0.9896	0.8610	0.9885	0.9806	0.5847	0.9839
0.0146	7.2	4740	0.0624	0.7342	0.9004	0.9597	nan	0.8726	0.9899	0.9592	0.6875	0.9925	0.8697	0.9879	0.9567	0.6060	0.9850
0.0131	7.23	4760	0.0840	0.7020	0.8531	0.9206	nan	0.8190	0.9878	0.9081	0.5629	0.9878	0.8155	0.9833	0.9066	0.5260	0.9806
0.0081	7.26	4780	0.0665	0.7535	0.9158	0.9626	nan	0.8695	0.9916	0.9662	0.7692	0.9826	0.8675	0.9894	0.9615	0.7227	0.9797
0.0074	7.29	4800	0.0679	0.7427	0.9001	0.9575	nan	0.8089	0.9909	0.9658	0.7503	0.9847	0.8079	0.9901	0.9619	0.7152	0.9813
0.014	7.33	4820	0.0706	0.7304	0.8849	0.9475	nan	0.8013	0.9873	0.9509	0.6951	0.9897	0.8004	0.9866	0.9477	0.6638	0.9839
0.0457	7.36	4840	0.0701	0.7606	0.9302	0.9749	nan	0.8568	0.9895	0.9852	0.8309	0.9885	0.8559	0.9890	0.9787	0.7553	0.9851
0.0045	7.39	4860	0.0656	0.7382	0.8949	0.9455	nan	0.8402	0.9844	0.9435	0.7182	0.9880	0.8370	0.9840	0.9411	0.6844	0.9829
0.0181	7.42	4880	0.0701	0.7358	0.8925	0.9599	nan	0.8303	0.9919	0.9654	0.6848	0.9903	0.8266	0.9901	0.9631	0.6514	0.9838
0.0246	7.45	4900	0.0683	0.7253	0.8791	0.9539	nan	0.8139	0.9893	0.9590	0.6436	0.9896	0.8117	0.9879	0.9566	0.6120	0.9834
0.0293	7.48	4920	0.0674	0.7600	0.9258	0.9614	nan	0.8887	0.9895	0.9598	0.7999	0.9910	0.8859	0.9883	0.9569	0.7437	0.9854
0.0079	7.51	4940	0.0696	0.7430	0.9047	0.9611	nan	0.8572	0.9911	0.9640	0.7222	0.9891	0.8544	0.9900	0.9609	0.6698	0.9827
0.021	7.54	4960	0.0879	0.7035	0.8535	0.9242	nan	0.7430	0.9885	0.9234	0.6251	0.9874	0.7402	0.9878	0.9220	0.5894	0.9819
0.0405	7.57	4980	0.0683	0.7227	0.8790	0.9585	nan	0.8119	0.9893	0.9678	0.6425	0.9836	0.8094	0.9884	0.9646	0.5931	0.9809
0.0092	7.6	5000	0.0679	0.7429	0.9028	0.9535	nan	0.8186	0.9896	0.9577	0.7598	0.9886	0.8146	0.9884	0.9552	0.7151	0.9840
0.0661	7.63	5020	0.0727	0.7475	0.9057	0.9525	nan	0.8446	0.9897	0.9526	0.7533	0.9884	0.8417	0.9891	0.9487	0.7191	0.9862
0.0571	7.66	5040	0.0711	0.7127	0.8632	0.9437	nan	0.8012	0.9881	0.9452	0.5912	0.9902	0.7982	0.9867	0.9433	0.5680	0.9801
0.0167	7.69	5060	0.0657	0.7328	0.8891	0.9618	nan	0.8208	0.9919	0.9712	0.6777	0.9840	0.8193	0.9906	0.9666	0.6394	0.9807
0.0177	7.72	5080	0.0632	0.7547	0.9186	0.9683	nan	0.8555	0.9858	0.9765	0.7890	0.9861	0.8521	0.9822	0.9735	0.7363	0.9840
0.0395	7.75	5100	0.0654	0.7436	0.9043	0.9599	nan	0.8707	0.9896	0.9619	0.7154	0.9837	0.8651	0.9748	0.9587	0.6816	0.9815
0.0105	7.78	5120	0.0704	0.7440	0.9006	0.9652	nan	0.8369	0.9855	0.9753	0.7224	0.9831	0.8365	0.9845	0.9681	0.6959	0.9792
0.028	7.81	5140	0.0669	0.7405	0.8942	0.9531	nan	0.8406	0.9880	0.9561	0.7039	0.9827	0.8392	0.9871	0.9517	0.6861	0.9789
0.0123	7.84	5160	0.0629	0.7537	0.9104	0.9712	nan	0.8683	0.9857	0.9790	0.7311	0.9880	0.8655	0.9849	0.9740	0.7131	0.9847
0.1105	7.87	5180	0.0620	0.7500	0.9060	0.9637	nan	0.8553	0.9835	0.9699	0.7350	0.9864	0.8530	0.9828	0.9645	0.7165	0.9832
0.0185	7.9	5200	0.0616	0.7443	0.9005	0.9605	nan	0.8452	0.9886	0.9645	0.7133	0.9910	0.8425	0.9873	0.9614	0.6903	0.9843
0.0388	7.93	5220	0.0685	0.7312	0.8839	0.9503	nan	0.8831	0.9906	0.9444	0.6120	0.9894	0.8788	0.9896	0.9422	0.5938	0.9830
0.0139	7.96	5240	0.0650	0.7378	0.8953	0.9610	nan	0.8572	0.9889	0.9657	0.6812	0.9836	0.8543	0.9880	0.9626	0.6405	0.9813
0.0272	7.99	5260	0.0696	0.7558	0.9198	0.9711	nan	0.8473	0.9916	0.9805	0.7912	0.9882	0.8460	0.9904	0.9763	0.7373	0.9850
0.0149	8.02	5280	0.0769	0.7485	0.9121	0.9572	nan	0.7868	0.9877	0.9678	0.8309	0.9873	0.7854	0.9870	0.9641	0.7700	0.9848
0.1279	8.05	5300	0.0664	0.7604	0.9233	0.9645	nan	0.8571	0.9885	0.9691	0.8126	0.9894	0.8538	0.9873	0.9666	0.7690	0.9855
0.0176	8.09	5320	0.0720	0.7377	0.8927	0.9493	nan	0.8015	0.9889	0.9524	0.7274	0.9931	0.8001	0.9878	0.9500	0.7040	0.9846
0.0263	8.12	5340	0.0697	0.7422	0.8982	0.9615	nan	0.8225	0.9906	0.9680	0.7162	0.9937	0.8203	0.9896	0.9655	0.6913	0.9863
0.0102	8.15	5360	0.0688	0.7369	0.8925	0.9545	nan	0.8032	0.9878	0.9606	0.7185	0.9924	0.8008	0.9871	0.9579	0.6895	0.9862
0.0142	8.18	5380	0.0638	0.7560	0.9183	0.9647	nan	0.8576	0.9871	0.9693	0.7862	0.9913	0.8550	0.9865	0.9652	0.7433	0.9861
0.0085	8.21	5400	0.0709	0.7526	0.9152	0.9593	nan	0.8203	0.9899	0.9659	0.8107	0.9891	0.8161	0.9887	0.9632	0.7637	0.9839
0.012	8.24	5420	0.0676	0.7453	0.9151	0.9632	nan	0.8369	0.9874	0.9712	0.7949	0.9849	0.8331	0.9867	0.9687	0.7015	0.9821
0.0222	8.27	5440	0.0738	0.7398	0.9058	0.9477	nan	0.7953	0.9902	0.9520	0.8048	0.9867	0.7942	0.9893	0.9491	0.7218	0.9841
0.0132	8.3	5460	0.0795	0.7245	0.8809	0.9397	nan	0.8018	0.9899	0.9413	0.6926	0.9789	0.7952	0.9888	0.9388	0.6547	0.9694
0.0355	8.33	5480	0.0859	0.7433	0.9053	0.9673	nan	0.8011	0.9880	0.9845	0.7767	0.9762	0.7928	0.9874	0.9806	0.7276	0.9715
0.0097	8.36	5500	0.0681	0.7349	0.8926	0.9621	nan	0.8594	0.9904	0.9700	0.6720	0.9712	0.8494	0.9898	0.9669	0.6338	0.9693
0.0111	8.39	5520	0.0756	0.7338	0.8931	0.9594	nan	0.8183	0.9905	0.9689	0.7073	0.9804	0.8123	0.9896	0.9657	0.6602	0.9751
0.01	8.42	5540	0.0656	0.7524	0.9152	0.9660	nan	0.8737	0.9836	0.9704	0.7596	0.9887	0.8638	0.9835	0.9674	0.7172	0.9824
0.0119	8.45	5560	0.0703	0.7376	0.8967	0.9595	nan	0.8151	0.9902	0.9681	0.7247	0.9855	0.8097	0.9899	0.9633	0.6810	0.9820
0.0697	8.48	5580	0.0703	0.7244	0.8795	0.9535	nan	0.8057	0.9887	0.9617	0.6607	0.9808	0.8027	0.9884	0.9577	0.6191	0.9782
0.0159	8.51	5600	0.0650	0.7437	0.9079	0.9630	nan	0.8316	0.9876	0.9707	0.7606	0.9889	0.8283	0.9872	0.9672	0.6933	0.9865
0.0138	8.54	5620	0.0724	0.7496	0.9128	0.9668	nan	0.8537	0.9910	0.9722	0.7542	0.9927	0.8525	0.9892	0.9683	0.6982	0.9893
0.0504	8.57	5640	0.0650	0.7435	0.9087	0.9654	nan	0.8545	0.9869	0.9716	0.7418	0.9885	0.8508	0.9855	0.9687	0.6696	0.9866
0.0043	8.6	5660	0.0677	0.7500	0.9122	0.9710	nan	0.8775	0.9875	0.9774	0.7311	0.9877	0.8741	0.9873	0.9738	0.6788	0.9860
0.0717	8.63	5680	0.0666	0.7445	0.9087	0.9592	nan	0.8400	0.9895	0.9639	0.7626	0.9875	0.8369	0.9884	0.9612	0.6946	0.9857

The model card is truncated. Read the rest on Hugging Face.

Task: Image Segmentation
Library: transformers
Type: segformer
License: other
Created: Mar 30, 2024
Updated: Mar 30, 2024