safety-utcustom-terrain-b0-optim

sam1120/safety-utcustom-terrain-b0-optim

safety-utcustom-terrain-b0-optim is a image segmentation model from sam1120. 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. --

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At a glance

Task: Image Segmentation
Library: transformers
License: other
Model type: segformer
Access: Public
Created: May 21, 2024
Updated: May 21, 2024
SHA: 897f22b0

Model card

From the Hugging Face model README

safety-utcustom-terrain-b0-optim

This model is a fine-tuned version of nvidia/mit-b0 on the sam1120/safety-utcustom-terrain-jackal-full-391 dataset. It achieves the following results on the evaluation set:

Loss: 0.0837
Mean Iou: 0.6719
Mean Accuracy: 0.7168
Overall Accuracy: 0.9802
Accuracy Unlabeled: nan
Accuracy Nat: 0.9934
Accuracy Concrete: 0.9531
Accuracy Grass: 0.9075
Accuracy Speedway bricks: 0.9886
Accuracy Steel: 0.9103
Accuracy Rough concrete: 0.0
Accuracy Dark bricks: 0.9022
Accuracy Road: 0.9844
Accuracy Rough red sidewalk: 0.6933
Accuracy Tiles: 0.1029
Accuracy Red bricks: 0.8981
Accuracy Concrete tiles: 0.9850
Accuracy Rest: 0.0
Iou Unlabeled: nan
Iou Nat: 0.9816
Iou Concrete: 0.8989
Iou Grass: 0.8466
Iou Speedway bricks: 0.9782
Iou Steel: 0.8578
Iou Rough concrete: 0.0
Iou Dark bricks: 0.8371
Iou Road: 0.9778
Iou Rough red sidewalk: 0.4583
Iou Tiles: 0.1025
Iou Red bricks: 0.8433
Iou Concrete tiles: 0.9527
Iou Rest: 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: 32
eval_batch_size: 32
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.05
num_epochs: 500

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Unlabeled	Accuracy Nat	Accuracy Concrete	Accuracy Grass	Accuracy Speedway bricks	Accuracy Steel	Accuracy Rough concrete	Accuracy Dark bricks	Accuracy Road	Accuracy Rough red sidewalk	Accuracy Tiles	Accuracy Red bricks	Accuracy Concrete tiles	Iou Unlabeled	Iou Nat	Iou Concrete	Iou Grass	Iou Speedway bricks	Iou Steel	Iou Rough concrete	Iou Dark bricks	Iou Road	Iou Rough red sidewalk	Iou Tiles	Iou Red bricks	Iou Concrete tiles
2.6746	1.82	20	2.6474	0.0082	0.0318	0.0233	nan	0.0191	0.0010	0.0080	0.0313	0.0084	0.0340	0.0933	0.0573	0.0600	0.0	0.0087	0.0918	0.0	0.0189	0.0009	0.0061	0.0310	0.0017	0.0043	0.0019	0.0466	0.0014	0.0	0.0000	0.0027
2.4385	3.64	40	2.4373	0.1118	0.1701	0.4471	nan	0.4479	0.0436	0.0175	0.7969	0.0050	0.2950	0.0727	0.3749	0.0548	0.0	0.0	0.1028	0.0	0.4473	0.0400	0.0106	0.7166	0.0016	0.0490	0.0073	0.2852	0.0037	0.0	0.0	0.0041
1.9773	5.45	60	1.9161	0.1721	0.2306	0.8010	nan	0.8990	0.2451	0.0716	0.9788	0.0	0.0037	0.0093	0.7720	0.0100	0.0010	0.0	0.0072	0.0	0.8940	0.1920	0.0704	0.6999	0.0	0.0013	0.0053	0.5406	0.0038	0.0003	0.0	0.0014
1.6038	7.27	80	1.4905	0.2074	0.2714	0.8715	nan	0.9470	0.7309	0.0295	0.9800	0.0	0.0	0.0	0.8218	0.0020	0.0	0.0154	0.0014	0.0	0.9376	0.4290	0.0291	0.7987	0.0	0.0	0.0	0.7050	0.0010	0.0	0.0026	0.0011
1.4392	9.09	100	1.2886	0.2165	0.2812	0.8830	nan	0.9505	0.7619	0.0759	0.9805	0.0003	0.0	0.0	0.8848	0.0009	0.0	0.0005	0.0	0.0	0.9410	0.4459	0.0671	0.8220	0.0003	0.0	0.0	0.7530	0.0007	0.0	0.0004	0.0
1.1951	10.91	120	1.1216	0.2496	0.2954	0.8964	nan	0.9539	0.8772	0.1407	0.9814	0.0002	0.0	0.0	0.8862	0.0	0.0	0.0	0.0	nan	0.9437	0.5138	0.1163	0.8450	0.0002	0.0	0.0	0.8261	0.0	0.0	0.0	0.0
1.0666	12.73	140	0.9632	0.2684	0.3165	0.9090	nan	0.9561	0.8870	0.3516	0.9750	0.0	0.0	0.0	0.9451	0.0	0.0	0.0	0.0	nan	0.9454	0.6040	0.2726	0.8607	0.0	0.0	0.0	0.8060	0.0	0.0	0.0	0.0
0.9858	14.55	160	0.8469	0.2728	0.3224	0.9065	nan	0.9542	0.9108	0.4874	0.9734	0.0	0.0	0.0	0.8654	0.0	0.0	0.0	0.0	nan	0.9443	0.5658	0.3575	0.8612	0.0	0.0	0.0	0.8180	0.0	0.0	0.0	0.0
0.8171	16.36	180	0.7246	0.2957	0.3457	0.9223	nan	0.9581	0.8947	0.7176	0.9772	0.0	0.0	0.0	0.9461	0.0	0.0	0.0	0.0	nan	0.9460	0.6849	0.4837	0.8639	0.0	0.0	0.0	0.8659	0.0	0.0	0.0	0.0
0.7362	18.18	200	0.6130	0.2991	0.3465	0.9243	nan	0.9589	0.8930	0.7201	0.9858	0.0	0.0	0.0	0.9468	0.0	0.0	0.0	0.0	nan	0.9477	0.6862	0.5314	0.8618	0.0	0.0	0.0	0.8610	0.0	0.0	0.0	0.0
0.608	20.0	220	0.5256	0.3038	0.3528	0.9270	nan	0.9587	0.8941	0.7906	0.9821	0.0	0.0	0.0	0.9609	0.0	0.0	0.0	0.0	nan	0.9479	0.7103	0.5579	0.8661	0.0	0.0	0.0	0.8666	0.0	0.0	0.0	0.0
0.5261	21.82	240	0.4744	0.3002	0.3495	0.9231	nan	0.9583	0.9322	0.7455	0.9563	0.0	0.0	0.0	0.9518	0.0	0.0	0.0	0.0	nan	0.9485	0.6478	0.5857	0.8714	0.0	0.0	0.0	0.8491	0.0	0.0	0.0	0.0
0.4777	23.64	260	0.4129	0.3190	0.3610	0.9328	nan	0.9675	0.8889	0.7898	0.9889	0.0010	0.0	0.0	0.9544	0.0	0.0	0.0	0.1025	nan	0.9546	0.7252	0.6226	0.8638	0.0010	0.0	0.0	0.8778	0.0	0.0	0.0	0.1025
0.3775	25.45	280	0.3503	0.3733	0.4146	0.9392	nan	0.9730	0.8723	0.8075	0.9868	0.0143	0.0	0.0	0.9740	0.0	0.0	0.0	0.7616	nan	0.9570	0.7644	0.6186	0.8805	0.0143	0.0	0.0	0.8827	0.0	0.0	0.0	0.7351
0.3272	27.27	300	0.3120	0.3744	0.4223	0.9411	nan	0.9755	0.8942	0.7730	0.9889	0.1235	0.0	0.0	0.9491	0.0	0.0	0.0	0.7856	nan	0.9595	0.7433	0.6412	0.8828	0.1230	0.0	0.0	0.9023	0.0	0.0	0.0	0.6157
0.2718	29.09	320	0.2822	0.3720	0.4464	0.9434	nan	0.9826	0.8046	0.7965	0.9829	0.3906	0.0	0.0	0.9698	0.0	0.0	0.0	0.8759	nan	0.9586	0.7107	0.6444	0.9193	0.3835	0.0	0.0	0.9171	0.0	0.0	0.0	0.3028
0.286	30.91	340	0.2324	0.4243	0.4613	0.9509	nan	0.9777	0.9108	0.8607	0.9874	0.4738	0.0	0.0	0.9504	0.0006	0.0	0.0	0.8355	nan	0.9621	0.7654	0.6784	0.9188	0.4559	0.0	0.0	0.9240	0.0006	0.0	0.0	0.8105
0.2553	32.73	360	0.2106	0.4457	0.4820	0.9569	nan	0.9864	0.9002	0.8603	0.9764	0.6370	0.0	0.0	0.9631	0.0265	0.0	0.0	0.9166	nan	0.9641	0.8023	0.6887	0.9343	0.5962	0.0	0.0	0.9319	0.0263	0.0	0.0	0.8506
0.2305	34.55	380	0.2024	0.4598	0.5072	0.9591	nan	0.9855	0.8977	0.8742	0.9746	0.7391	0.0	0.0449	0.9721	0.1409	0.0	0.0	0.9640	nan	0.9654	0.8089	0.7313	0.9375	0.6287	0.0	0.0449	0.9403	0.1125	0.0	0.0	0.8073
0.2019	36.36	400	0.1884	0.4735	0.5088	0.9576	nan	0.9837	0.9404	0.8578	0.9750	0.7744	0.0	0.1972	0.9301	0.1264	0.0	0.0	0.8294	nan	0.9671	0.7637	0.7586	0.9438	0.6910	0.0	0.1947	0.9199	0.0911	0.0	0.0	0.8252
0.1776	38.18	420	0.1694	0.5130	0.5541	0.9625	nan	0.9882	0.9233	0.8351	0.9685	0.7703	0.0	0.4815	0.9704	0.2915	0.0	0.0	0.9741	nan	0.9677	0.8077	0.7490	0.9483	0.6777	0.0	0.4750	0.9414	0.2156	0.0	0.0	0.8867
0.1435	40.0	440	0.1586	0.4931	0.5359	0.9632	nan	0.9841	0.9306	0.8747	0.9802	0.8193	0.0	0.1049	0.9651	0.3851	0.0	0.0	0.9227	nan	0.9690	0.8176	0.7707	0.9438	0.7045	0.0	0.1047	0.9477	0.2692	0.0	0.0	0.8828
0.1526	41.82	460	0.1500	0.4926	0.5411	0.9632	nan	0.9863	0.9281	0.8375	0.9843	0.7994	0.0	0.1830	0.9556	0.3669	0.0	0.0	0.9928	nan	0.9699	0.8065	0.7651	0.9486	0.7195	0.0	0.1819	0.9413	0.2536	0.0	0.0	0.8173
0.1364	43.64	480	0.1412	0.4986	0.5333	0.9638	nan	0.9885	0.9233	0.8367	0.9873	0.7098	0.0	0.1723	0.9590	0.4377	0.0	0.0	0.9190	nan	0.9701	0.8276	0.7724	0.9432	0.6638	0.0	0.1693	0.9352	0.3003	0.0	0.0	0.8995
0.1252	45.45	500	0.1320	0.5279	0.5713	0.9677	nan	0.9867	0.9338	0.8676	0.9817	0.8060	0.0	0.4072	0.9800	0.5415	0.0	0.0	0.9221	nan	0.9714	0.8490	0.7790	0.9536	0.7239	0.0	0.3961	0.9524	0.3482	0.0	0.0	0.8891
0.1178	47.27	520	0.1296	0.5515	0.5916	0.9682	nan	0.9903	0.9303	0.8182	0.9874	0.7923	0.0	0.7099	0.9629	0.5105	0.0	0.0234	0.9654	nan	0.9715	0.8439	0.7604	0.9570	0.7327	0.0	0.6813	0.9529	0.3407	0.0	0.0234	0.9061
0.1182	49.09	540	0.1293	0.5547	0.6058	0.9679	nan	0.9889	0.9476	0.8475	0.9691	0.8630	0.0	0.7153	0.9674	0.5159	0.0	0.0671	0.9935	nan	0.9727	0.8320	0.7759	0.9560	0.7409	0.0	0.6893	0.9536	0.3405	0.0	0.0671	0.8837
0.1342	50.91	560	0.1255	0.5470	0.5826	0.9684	nan	0.9915	0.9201	0.8231	0.9884	0.8093	0.0	0.7222	0.9656	0.3527	0.0	0.0179	0.9833	nan	0.9718	0.8449	0.7689	0.9559	0.7430	0.0	0.6927	0.9544	0.2462	0.0	0.0179	0.9157
0.1106	52.73	580	0.1194	0.5864	0.6360	0.9704	nan	0.9910	0.9139	0.8617	0.9853	0.8297	0.0	0.7634	0.9736	0.5821	0.0	0.375	0.9930	nan	0.9729	0.8589	0.7875	0.9601	0.7481	0.0	0.7323	0.9545	0.3818	0.0	0.3720	0.8547
0.0981	54.55	600	0.1186	0.6044	0.6617	0.9702	nan	0.9893	0.9215	0.8812	0.9823	0.8643	0.0	0.7975	0.9668	0.5979	0.0	0.6080	0.9934	nan	0.9732	0.8551	0.7812	0.9613	0.7556	0.0	0.7315	0.9532	0.3826	0.0	0.6023	0.8617
0.0855	56.36	620	0.1130	0.6073	0.6544	0.9715	nan	0.9907	0.9243	0.8642	0.9847	0.8373	0.0	0.7492	0.9746	0.6229	0.0	0.5705	0.9886	nan	0.9734	0.8603	0.7875	0.9632	0.7602	0.0	0.7227	0.9618	0.4006	0.0	0.5660	0.8991
0.0847	58.18	640	0.1137	0.6133	0.6685	0.9707	nan	0.9867	0.9295	0.8990	0.9872	0.8400	0.0	0.7726	0.9702	0.5952	0.0	0.7141	0.9965	nan	0.9738	0.8515	0.7935	0.9620	0.7627	0.0	0.7351	0.9554	0.3896	0.0	0.7005	0.8494
0.0838	60.0	660	0.1104	0.6180	0.6612	0.9723	nan	0.9906	0.9348	0.8680	0.9822	0.8720	0.0	0.7611	0.9750	0.5930	0.0	0.6460	0.9724	nan	0.9745	0.8627	0.7982	0.9634	0.7661	0.0	0.7324	0.9635	0.3859	0.0	0.6398	0.9480
0.0823	61.82	680	0.1106	0.6166	0.6703	0.9715	nan	0.9879	0.9406	0.8956	0.9835	0.8632	0.0	0.8141	0.9647	0.5996	0.0	0.6696	0.9946	nan	0.9747	0.8535	0.8000	0.9643	0.7690	0.0	0.7666	0.9536	0.3917	0.0	0.6572	0.8858
0.101	63.64	700	0.1086	0.6237	0.6748	0.9717	nan	0.9882	0.9375	0.8963	0.9860	0.8543	0.0	0.8191	0.9653	0.5543	0.0	0.7782	0.9927	nan	0.9749	0.8564	0.8005	0.9627	0.7745	0.0	0.7667	0.9566	0.3652	0.0	0.7570	0.8934
0.1006	65.45	720	0.1065	0.6192	0.6599	0.9720	nan	0.9898	0.9419	0.8681	0.9855	0.8343	0.0	0.7655	0.9716	0.5197	0.0	0.7223	0.9801	nan	0.9743	0.8583	0.7958	0.9653	0.7742	0.0	0.7325	0.9586	0.3538	0.0	0.7146	0.9227
0.0717	67.27	740	0.1028	0.6311	0.6750	0.9737	nan	0.9907	0.9394	0.8865	0.9853	0.8621	0.0	0.7997	0.9727	0.5673	0.0	0.7852	0.9860	nan	0.9755	0.8706	0.8046	0.9663	0.7817	0.0	0.7594	0.9657	0.3813	0.0	0.7669	0.9317
0.0757	69.09	760	0.1036	0.6249	0.6739	0.9722	nan	0.9892	0.9321	0.8776	0.9885	0.8404	0.0	0.7978	0.9709	0.6121	0.0	0.7638	0.9884	nan	0.9753	0.8615	0.7849	0.9649	0.7798	0.0	0.7580	0.9577	0.3883	0.0	0.7425	0.9113
0.0728	70.91	780	0.1025	0.6249	0.6721	0.9727	nan	0.9914	0.9279	0.8663	0.9879	0.8526	0.0	0.7875	0.9703	0.5827	0.0	0.7788	0.9925	nan	0.9755	0.8610	0.7961	0.9646	0.7835	0.0	0.7545	0.9620	0.3864	0.0	0.7597	0.8804
0.0814	72.73	800	0.0986	0.6370	0.6918	0.9735	nan	0.9897	0.9413	0.8838	0.9856	0.8542	0.0	0.8407	0.9715	0.6379	0.0181	0.8766	0.9936	nan	0.9762	0.8644	0.8048	0.9678	0.7900	0.0	0.7829	0.9588	0.4128	0.0181	0.8285	0.8763
0.076	74.55	820	0.0990	0.6390	0.6884	0.9737	nan	0.9921	0.9310	0.8731	0.9881	0.8546	0.0	0.8415	0.9670	0.6033	0.0206	0.8910	0.9874	nan	0.9760	0.8693	0.8008	0.9663	0.7895	0.0	0.7833	0.9598	0.4038	0.0206	0.8301	0.9078
0.0734	76.36	840	0.0961	0.6347	0.6769	0.9746	nan	0.9922	0.9356	0.8709	0.9853	0.8601	0.0	0.7988	0.9810	0.5985	0.0068	0.7869	0.9832	nan	0.9758	0.8791	0.7994	0.9683	0.7924	0.0	0.7649	0.9695	0.4034	0.0068	0.7649	0.9263
0.0727	78.18	860	0.0971	0.6379	0.6849	0.9734	nan	0.9905	0.9206	0.8899	0.9909	0.8484	0.0	0.8286	0.9746	0.5959	0.0112	0.8695	0.9840	nan	0.9756	0.8678	0.7957	0.9640	0.7858	0.0	0.7832	0.9661	0.3971	0.0112	0.8243	0.9213
0.0824	80.0	880	0.1008	0.6308	0.6748	0.9732	nan	0.9920	0.9387	0.8628	0.9873	0.8577	0.0	0.7994	0.9655	0.5130	0.0	0.8722	0.9840	nan	0.9765	0.8586	0.7941	0.9685	0.7989	0.0	0.7642	0.9588	0.3452	0.0	0.8196	0.9162
0.0862	81.82	900	0.0967	0.6329	0.6913	0.9739	nan	0.9913	0.9371	0.8783	0.9830	0.8831	0.0	0.8435	0.9753	0.5548	0.0351	0.9119	0.9934	nan	0.9768	0.8633	0.8073	0.9686	0.7953	0.0	0.7885	0.9637	0.3711	0.0351	0.7954	0.8623
0.0613	83.64	920	0.0946	0.6397	0.6941	0.9743	nan	0.9916	0.9380	0.8773	0.9828	0.8829	0.0	0.8314	0.9766	0.5793	0.0716	0.8993	0.9920	nan	0.9762	0.8712	0.7988	0.9693	0.7988	0.0	0.7910	0.9662	0.3915	0.0716	0.7956	0.8864
0.0795	85.45	940	0.0972	0.6321	0.6818	0.9736	nan	0.9892	0.9452	0.8657	0.9865	0.8651	0.0	0.8005	0.9801	0.5751	0.0	0.8663	0.9901	nan	0.9763	0.8654	0.7902	0.9689	0.7982	0.0	0.7636	0.9638	0.3789	0.0	0.8132	0.8984
0.074	87.27	960	0.0975	0.6355	0.6833	0.9735	nan	0.9924	0.9455	0.8134	0.9863	0.8652	0.0	0.8170	0.9725	0.6270	0.0018	0.8787	0.9829	nan	0.9762	0.8634	0.7688	0.9696	0.7994	0.0	0.7808	0.9641	0.4099	0.0018	0.8052	0.9219
0.0621	89.09	980	0.0941	0.6412	0.6932	0.9748	nan	0.9917	0.9363	0.8733	0.9835	0.8917	0.0	0.8269	0.9807	0.6488	0.0	0.8986	0.9804	nan	0.9762	0.8782	0.8030	0.9694	0.7955	0.0	0.7839	0.9702	0.4047	0.0	0.8211	0.9332
0.061	90.91	1000	0.0962	0.6385	0.6837	0.9745	nan	0.9903	0.9429	0.8857	0.9876	0.8820	0.0	0.8102	0.9735	0.6191	0.0	0.8501	0.9466	nan	0.9770	0.8709	0.8107	0.9681	0.8017	0.0	0.7768	0.9635	0.4054	0.0	0.8043	0.9227
0.0694	92.73	1020	0.0934	0.6353	0.6904	0.9744	nan	0.9928	0.9322	0.8513	0.9847	0.8925	0.0	0.8446	0.9790	0.5982	0.0	0.9103	0.9891	nan	0.9765	0.8731	0.7915	0.9696	0.8038	0.0	0.8022	0.9672	0.3942	0.0	0.8058	0.8749
0.0581	94.55	1040	0.0952	0.6329	0.6797	0.9743	nan	0.9924	0.9379	0.8861	0.9828	0.8854	0.0	0.8086	0.9757	0.4666	0.0103	0.9077	0.9820	nan	0.9769	0.8698	0.7971	0.9701	0.8059	0.0	0.7741	0.9671	0.3180	0.0103	0.8143	0.9240
0.0767	96.36	1060	0.0963	0.6125	0.6948	0.9742	nan	0.9909	0.9468	0.8540	0.9825	0.8924	0.0	0.8423	0.9782	0.6411	0.0	0.9336	0.9704	nan	0.9772	0.8733	0.7785	0.9700	0.8043	0.0	0.7935	0.9670	0.4153	0.0	0.4664	0.9176
0.0578	98.18	1080	0.0923	0.6133	0.6931	0.9751	nan	0.9908	0.9453	0.8715	0.9856	0.8800	0.0	0.8405	0.9812	0.6312	0.0029	0.9162	0.9644	nan	0.9774	0.8813	0.7942	0.9709	0.8065	0.0	0.8001	0.9682	0.4117	0.0029	0.4287	0.9315
0.0625	100.0	1100	0.0946	0.6401	0.6875	0.9749	nan	0.9923	0.9525	0.8594	0.9823	0.8810	0.0	0.8104	0.9743	0.6042	0.0253	0.8752	0.9808	nan	0.9767	0.8767	0.7946	0.9709	0.8104	0.0	0.7709	0.9666	0.4063	0.0253	0.8011	0.9214
0.0625	101.82	1120	0.0919	0.6509	0.6976	0.9756	nan	0.9919	0.9373	0.8786	0.9878	0.8742	0.0	0.8209	0.9782	0.6487	0.0827	0.8896	0.9792	nan	0.9770	0.8803	0.8101	0.9700	0.8078	0.0	0.7759	0.9677	0.4229	0.0827	0.8296	0.9379
0.0601	103.64	1140	0.0895	0.6437	0.6961	0.9758	nan	0.9897	0.9468	0.9090	0.9853	0.8808	0.0	0.8005	0.9836	0.6285	0.0171	0.9341	0.9739	nan	0.9776	0.8834	0.8132	0.9704	0.8076	0.0	0.7719	0.9690	0.4163	0.0171	0.8064	0.9350
0.0605	105.45	1160	0.0899	0.6485	0.7021	0.9759	nan	0.9920	0.9461	0.8857	0.9806	0.8977	0.0	0.8183	0.9818	0.6503	0.0771	0.9196	0.9788	nan	0.9780	0.8785	0.8143	0.9704	0.8113	0.0	0.7845	0.9699	0.4237	0.0771	0.7904	0.9328
0.0549	107.27	1180	0.0907	0.6500	0.6982	0.9758	nan	0.9917	0.9485	0.8989	0.9842	0.8858	0.0	0.8331	0.9703	0.6364	0.0821	0.8638	0.9823	nan	0.9784	0.8788	0.8145	0.9716	0.8131	0.0	0.7879	0.9622	0.4238	0.0821	0.8186	0.9192
0.0582	109.09	1200	0.0895	0.6519	0.6951	0.9763	nan	0.9920	0.9446	0.8876	0.9875	0.8584	0.0	0.8004	0.9797	0.6433	0.0775	0.8928	0.9728	nan	0.9777	0.8830	0.8184	0.9713	0.8092	0.0	0.7727	0.9688	0.4242	0.0775	0.8218	0.9506
0.0601	110.91	1220	0.0938	0.6465	0.7012	0.9751	nan	0.9917	0.9413	0.8822	0.9858	0.8868	0.0	0.8577	0.9711	0.6408	0.0629	0.9139	0.9818	nan	0.9770	0.8747	0.8055	0.9719	0.8182	0.0	0.7983	0.9625	0.4185	0.0629	0.7878	0.9267
0.0507	112.73	1240	0.0900	0.6421	0.6966	0.9757	nan	0.9925	0.9472	0.8611	0.9834	0.8931	0.0	0.8411	0.9793	0.6416	0.0	0.9334	0.9835	nan	0.9773	0.8788	0.8030	0.9717	0.8161	0.0	0.8052	0.9697	0.4215	0.0	0.7786	0.9250
0.0481	114.55	1260	0.0902	0.6484	0.6982	0.9756	nan	0.9921	0.9440	0.8811	0.9850	0.9023	0.0	0.8030	0.9731	0.6327	0.0715	0.9061	0.9855	nan	0.9773	0.8786	0.8096	0.9721	0.8166	0.0	0.7842	0.9654	0.4137	0.0715	0.8196	0.9206
0.0489	116.36	1280	0.0926	0.6357	0.6956	0.9754	nan	0.9922	0.9397	0.8746	0.9872	0.8816	0.0	0.8691	0.9742	0.6310	0.0	0.9116	0.9820	nan	0.9779	0.8761	0.8036	0.9717	0.8186	0.0	0.8086	0.9636	0.4168	0.0	0.7027	0.9247
0.0496	118.18	1300	0.0920	0.6385	0.6972	0.9752	nan	0.9919	0.9472	0.8730	0.9867	0.8829	0.0	0.8212	0.9680	0.6221	0.0683	0.9157	0.9866	nan	0.9779	0.8720	0.8000	0.9727	0.8193	0.0	0.7958	0.9614	0.4063	0.0683	0.7026	0.9237
0.0466	120.0	1320	0.0892	0.6451	0.6923	0.9762	nan	0.9926	0.9490	0.8603	0.9882	0.8697	0.0	0.8289	0.9776	0.6185	0.0300	0.9073	0.9779	nan	0.9779	0.8821	0.8057	0.9722	0.8146	0.0	0.7891	0.9708	0.4077	0.0300	0.7946	0.9411
0.0515	121.82	1340	0.0889	0.6225	0.6889	0.9760	nan	0.9916	0.9512	0.8571	0.9877	0.8805	0.0	0.8691	0.9829	0.5486	0.0	0.9002	0.9872	nan	0.9787	0.8784	0.7992	0.9724	0.8198	0.0	0.8019	0.9725	0.3641	0.0	0.5740	0.9319
0.0646	123.64	1360	0.0879	0.6483	0.6948	0.9767	nan	0.9909	0.9483	0.9134	0.9862	0.8877	0.0	0.8176	0.9791	0.6465	0.0	0.8759	0.9869	nan	0.9784	0.8847	0.8194	0.9733	0.8219	0.0	0.7863	0.9718	0.4218	0.0	0.8345	0.9355
0.052	125.45	1380	0.0860	0.6528	0.7026	0.9767	nan	0.9910	0.9478	0.9098	0.9831	0.8939	0.0	0.8247	0.9830	0.6543	0.0764	0.8794	0.9907	nan	0.9780	0.8868	0.8143	0.9725	0.8233	0.0	0.7908	0.9734	0.4281	0.0764	0.8251	0.9183
0.0498	127.27	1400	0.0891	0.6469	0.6922	0.9765	nan	0.9917	0.9511	0.8928	0.9828	0.8927	0.0	0.8251	0.9820	0.6401	0.0	0.8562	0.9837	nan	0.9786	0.8815	0.8057	0.9725	0.8246	0.0	0.7955	0.9735	0.4228	0.0	0.8107	0.9446
0.0577	129.09	1420	0.0908	0.6457	0.6903	0.9759	nan	0.9914	0.9513	0.8768	0.9888	0.8646	0.0	0.8205	0.9749	0.6379	0.0	0.8864	0.9820	nan	0.9787	0.8721	0.8048	0.9728	0.8223	0.0	0.7902	0.9683	0.4247	0.0	0.8145	0.9455
0.0526	130.91	1440	0.0905	0.6463	0.6887	0.9763	nan	0.9925	0.9479	0.8874	0.9881	0.8765	0.0	0.8107	0.9721	0.6013	0.0	0.8958	0.9802	nan	0.9781	0.8797	0.8133	0.9734	0.8237	0.0	0.7899	0.9676	0.4075	0.0	0.8283	0.9403
0.0521	132.73	1460	0.0866	0.6495	0.7001	0.9766	nan	0.9909	0.9440	0.8909	0.9898	0.8783	0.0	0.8513	0.9804	0.6767	0.0	0.9139	0.9849	nan	0.9789	0.8819	0.8062	0.9723	0.8237	0.0	0.8072	0.9726	0.4347	0.0	0.8244	0.9418
0.0534	134.55	1480	0.0853	0.6529	0.6992	0.9770	nan	0.9930	0.9443	0.8636	0.9871	0.8985	0.0	0.8256	0.9829	0.6691	0.0397	0.9071	0.9792	nan	0.9784	0.8882	0.8086	0.9727	0.8209	0.0	0.7980	0.9743	0.4316	0.0397	0.8272	0.9485
0.0454	136.36	1500	0.0877	0.6435	0.6959	0.9764	nan	0.9928	0.9514	0.8571	0.9841	0.9012	0.0	0.8173	0.9806	0.6427	0.0138	0.9174	0.9882	nan	0.9782	0.8802	0.8042	0.9735	0.8269	0.0	0.7976	0.9712	0.4288	0.0138	0.7780	0.9136
0.0454	138.18	1520	0.0871	0.6529	0.7036	0.9764	nan	0.9916	0.9438	0.8860	0.9886	0.8818	0.0	0.8508	0.9770	0.6519	0.0801	0.9118	0.9839	nan	0.9787	0.8801	0.8046	0.9734	0.8261	0.0	0.7961	0.9680	0.4282	0.0801	0.8148	0.9382
0.0472	140.0	1540	0.0870	0.6510	0.6964	0.9765	nan	0.9927	0.9462	0.8786	0.9888	0.8634	0.0	0.8223	0.9755	0.6278	0.0853	0.8873	0.9853	nan	0.9789	0.8797	0.8114	0.9734	0.8192	0.0	0.7982	0.9672	0.4151	0.0853	0.8036	0.9311
0.046	141.82	1560	0.0897	0.6427	0.6985	0.9759	nan	0.9913	0.9441	0.8956	0.9896	0.8827	0.0	0.8468	0.9695	0.6313	0.0028	0.9379	0.9890	nan	0.9787	0.8752	0.8130	0.9727	0.8245	0.0	0.8000	0.9629	0.4166	0.0028	0.7933	0.9153
0.054	143.64	1580	0.0851	0.6511	0.6953	0.9771	nan	0.9919	0.9474	0.9026	0.9873	0.8902	0.0	0.8168	0.9787	0.6303	0.0229	0.8949	0.9764	nan	0.9792	0.8839	0.8160	0.9741	0.8271	0.0	0.7928	0.9710	0.4205	0.0229	0.8237	0.9530
0.0538	145.45	1600	0.0863	0.6539	0.6978	0.9769	nan	0.9932	0.9493	0.8808	0.9874	0.8811	0.0	0.8404	0.9743	0.6038	0.0749	0.9027	0.9832	nan	0.9789	0.8816	0.8226	0.9736	0.8252	0.0	0.8106	0.9671	0.4111	0.0749	0.8138	0.9410
0.0553	147.27	1620	0.0900	0.6487	0.6923	0.9764	nan	0.9921	0.9533	0.8760	0.9868	0.8884	0.0	0.8422	0.9726	0.6472	0.0	0.8610	0.9802	nan	0.9790	0.8731	0.8220	0.9737	0.8307	0.0	0.8132	0.9638	0.4260	0.0	0.8079	0.9441
0.0475	149.09	1640	0.0850	0.6531	0.7045	0.9772	nan	0.9921	0.9504	0.9025	0.9847	0.9053	0.0	0.8488	0.9764	0.6332	0.0624	0.9157	0.9867	nan	0.9792	0.8844	0.8242	0.9740	0.8297	0.0	0.8054	0.9697	0.4214	0.0624	0.8092	0.9313
0.046	150.91	1660	0.0835	0.6581	0.7046	0.9778	nan	0.9925	0.9531	0.8980	0.9844	0.8964	0.0	0.8539	0.9814	0.6511	0.0612	0.9086	0.9788	nan	0.9792	0.8915	0.8260	0.9744	0.8322	0.0	0.8049	0.9728	0.4307	0.0612	0.8328	0.9491
0.0472	152.73	1680	0.0842	0.6565	0.7050	0.9774	nan	0.9927	0.9409	0.8948	0.9857	0.8900	0.0	0.8360	0.9859	0.6512	0.0712	0.9316	0.9845	nan	0.9787	0.8884	0.8210	0.9741	0.8296	0.0	0.8010	0.9748	0.4301	0.0712	0.8283	0.9377
0.047	154.55	1700	0.0895	0.6477	0.6973	0.9764	nan	0.9929	0.9457	0.8857	0.9876	0.8951	0.0	0.8400	0.9691	0.6246	0.0	0.9395	0.9848	nan	0.9786	0.8799	0.8180	0.9741	0.8284	0.0	0.8029	0.9623	0.4179	0.0	0.8250	0.9332
0.0449	156.36	1720	0.0923	0.6456	0.6960	0.9762	nan	0.9927	0.9528	0.8601	0.9872	0.8886	0.0	0.8539	0.9723	0.6287	0.0	0.9263	0.9854	nan	0.9791	0.8736	0.8005	0.9748	0.8344	0.0	0.8076	0.9662	0.4123	0.0	0.8087	0.9358
0.0485	158.18	1740	0.0888	0.6521	0.6963	0.9775	nan	0.9926	0.9479	0.9006	0.9892	0.8833	0.0	0.8442	0.9753	0.6389	0.0	0.9018	0.9776	nan	0.9798	0.8849	0.8284	0.9743	0.8297	0.0	0.8031	0.9680	0.4230	0.0	0.8396	0.9470
0.047	160.0	1760	0.0899	0.6512	0.7015	0.9771	nan	0.9918	0.9530	0.8939	0.9845	0.9084	0.0	0.8653	0.9783	0.6442	0.0	0.9134	0.9864	nan	0.9794	0.8832	0.8221	0.9743	0.8297	0.0	0.8039	0.9680	0.4282	0.0	0.8477	0.9295
0.0573	161.82	1780	0.0900	0.6508	0.6952	0.9766	nan	0.9931	0.9509	0.8661	0.9850	0.9008	0.0	0.8355	0.9767	0.6550	0.0	0.8974	0.9769	nan	0.9787	0.8782	0.8099	0.9747	0.8355	0.0	0.8020	0.9679	0.4319	0.0	0.8303	0.9518
0.0415	163.64	1800	0.0888	0.6489	0.6987	0.9768	nan	0.9937	0.9401	0.8667	0.9875	0.8987	0.0	0.8514	0.9774	0.6620	0.0	0.9185	0.9875	nan	0.9783	0.8812	0.8114	0.9746	0.8338	0.0	0.8022	0.9703	0.4376	0.0	0.8244	0.9224
0.0455	165.45	1820	0.0908	0.6474	0.6978	0.9765	nan	0.9930	0.9469	0.8557	0.9881	0.8875	0.0	0.8540	0.9778	0.6581	0.0	0.9226	0.9874	nan	0.9788	0.8756	0.7998	0.9749	0.8327	0.0	0.8104	0.9710	0.4316	0.0	0.8070	0.9345
0.0476	167.27	1840	0.0870	0.6521	0.6972	0.9773	nan	0.9928	0.9471	0.8736	0.9876	0.8920	0.0	0.8445	0.9823	0.6509	0.0	0.9084	0.9843	nan	0.9788	0.8840	0.8087	0.9754	0.8370	0.0	0.8069	0.9743	0.4316	0.0	0.8312	0.9496
0.0466	169.09	1860	0.0873	0.6527	0.7007	0.9771	nan	0.9934	0.9468	0.8779	0.9850	0.8997	0.0	0.8360	0.9793	0.6479	0.0466	0.9153	0.9807	nan	0.9784	0.8866	0.8097	0.9750	0.8353	0.0	0.7956	0.9725	0.4301	0.0466	0.8158	0.9392
0.0458	170.91	1880	0.0892	0.6493	0.6967	0.9766	nan	0.9925	0.9451	0.8769	0.9886	0.8944	0.0	0.8559	0.9753	0.6460	0.0	0.8972	0.9850	nan	0.9791	0.8766	0.8070	0.9745	0.8340	0.0	0.8086	0.9697	0.4269	0.0	0.8242	0.9402
0.0438	172.73	1900	0.0884	0.6493	0.7011	0.9770	nan	0.9921	0.9517	0.8792	0.9871	0.8968	0.0	0.8628	0.9778	0.6517	0.0	0.9245	0.9902	nan	0.9793	0.8782	0.8131	0.9752	0.8373	0.0	0.8123	0.9724	0.4300	0.0	0.8186	0.9245
0.0412	174.55	1920	0.0863	0.6519	0.6984	0.9775	nan	0.9930	0.9543	0.8828	0.9832	0.9010	0.0	0.8560	0.9819	0.6329	0.0	0.9123	0.9814	nan	0.9791	0.8850	0.8212	0.9745	0.8370	0.0	0.8093	0.9744	0.4213	0.0	0.8262	0.9469
0.0413	176.36	1940	0.0866	0.6535	0.6994	0.9777	nan	0.9923	0.9491	0.8948	0.9870	0.8848	0.0	0.8582	0.9835	0.6291	0.0	0.9329	0.9807	nan	0.9792	0.8866	0.8244	0.9751	0.8331	0.0	0.8170	0.9722	0.4239	0.0	0.8304	0.9531
0.0411	178.18	1960	0.0856	0.6541	0.7070	0.9777	nan	0.9917	0.9462	0.8965	0.9902	0.8767	0.0	0.8706	0.9804	0.6980	0.0255	0.9240	0.9908	nan	0.9793	0.8844	0.8266	0.9748	0.8333	0.0	0.8101	0.9735	0.4539	0.0255	0.8141	0.9283
0.044	180.0	1980	0.0848	0.6573	0.7119	0.9777	nan	0.9917	0.9502	0.8949	0.9878	0.8918	0.0	0.8804	0.9801	0.6919	0.0840	0.9151	0.9870	nan	0.9795	0.8862	0.8244	0.9749	0.8341	0.0	0.8058	0.9730	0.4499	0.0840	0.7933	0.9394
0.0437	181.82	2000	0.0900	0.6446	0.6968	0.9772	nan	0.9934	0.9472	0.8668	0.9872	0.9019	0.0	0.8430	0.9801	0.6367	0.0001	0.9181	0.9843	nan	0.9791	0.8825	0.8120	0.9752	0.8367	0.0	0.7932	0.9726	0.4278	0.0001	0.7565	0.9438
0.0384	183.64	2020	0.0892	0.6475	0.7018	0.9775	nan	0.9923	0.9459	0.8866	0.9890	0.8866	0.0	0.8772	0.9815	0.6549	0.0001	0.9199	0.9899	nan	0.9795	0.8839	0.8161	0.9752	0.8361	0.0	0.8166	0.9733	0.4355	0.0001	0.7822	0.9194
0.044	185.45	2040	0.0860	0.6523	0.6998	0.9779	nan	0.9936	0.9498	0.8754	0.9870	0.8974	0.0	0.8672	0.9808	0.6493	0.0001	0.9173	0.9792	nan	0.9793	0.8875	0.8213	0.9758	0.8396	0.0	0.8175	0.9736	0.4336	0.0001	0.7977	0.9538
0.0397	187.27	2060	0.0875	0.6470	0.6988	0.9778	nan	0.9942	0.9488	0.8691	0.9879	0.8919	0.0	0.8497	0.9779	0.6551	0.0004	0.9288	0.9801	nan	0.9793	0.8882	0.8197	0.9753	0.8392	0.0	0.8131	0.9727	0.4375	0.0004	0.7312	0.9548
0.0397	189.09	2080	0.0875	0.6525	0.7044	0.9776	nan	0.9912	0.9541	0.9009	0.9856	0.9121	0.0	0.8845	0.9806	0.6498	0.0020	0.9075	0.9886	nan	0.9797	0.8841	0.8202	0.9753	0.8369	0.0	0.8132	0.9733	0.4313	0.0020	0.8261	0.9399
0.0417	190.91	2100	0.0873	0.6534	0.7025	0.9775	nan	0.9912	0.9503	0.8970	0.9888	0.8964	0.0	0.8676	0.9803	0.6612	0.0068	0.9107	0.9823	nan	0.9795	0.8842	0.8107	0.9754	0.8354	0.0	0.8147	0.9743	0.4355	0.0068	0.8251	0.9528
0.0399	192.73	2120	0.0882	0.6500	0.6980	0.9773	nan	0.9934	0.9437	0.8780	0.9877	0.8983	0.0	0.8584	0.9787	0.6419	0.0012	0.9041	0.9883	nan	0.9792	0.8825	0.8114	0.9756	0.8374	0.0	0.8127	0.9729	0.4276	0.0012	0.8228	0.9266
0.0464	194.55	2140	0.0844	0.6580	0.7076	0.9780	nan	0.9926	0.9523	0.8899	0.9840	0.9078	0.0	0.8758	0.9843	0.6454	0.0559	0.9272	0.9834	nan	0.9795	0.8884	0.8239	0.9751	0.8369	0.0	0.8236	0.9746	0.4309	0.0559	0.8140	0.9517
0.0411	196.36	2160	0.0854	0.6545	0.7030	0.9779	nan	0.9915	0.9567	0.8874	0.9869	0.9026	0.0	0.8709	0.9824	0.6750	0.0	0.8975	0.9882	nan	0.9800	0.8839	0.8211	0.9755	0.8396	0.0	0.8254	0.9740	0.4417	0.0	0.8226	0.9451
0.0403	198.18	2180	0.0836	0.6629	0.7087	0.9782	nan	0.9916	0.9578	0.9090	0.9854	0.9005	0.0	0.8692	0.9803	0.6450	0.0800	0.9103	0.9836	nan	0.9798	0.8886	0.8302	0.9754	0.8401	0.0	0.8181	0.9746	0.4304	0.0800	0.8500	0.9507
0.0406	200.0	2200	0.0839	0.6630	0.7080	0.9785	nan	0.9926	0.9547	0.8981	0.9864	0.8965	0.0	0.8676	0.9818	0.6801	0.0503	0.9164	0.9801	nan	0.9800	0.8925	0.8295	0.9756	0.8386	0.0	0.8273	0.9747	0.4473	0.0503	0.8491	0.9536
0.0461	201.82	2220	0.0848	0.6569	0.7053	0.9783	nan	0.9922	0.9500	0.9119	0.9873	0.8954	0.0	0.8532	0.9811	0.6702	0.0088	0.9332	0.9859	nan	0.9803	0.8879	0.8326	0.9755	0.8393	0.0	0.8167	0.9734	0.4419	0.0088	0.8422	0.9411
0.0378	203.64	2240	0.0843	0.6612	0.7054	0.9786	nan	0.9931	0.9491	0.9147	0.9851	0.9041	0.0	0.8671	0.9814	0.6515	0.0503	0.8972	0.9763	nan	0.9802	0.8913	0.8343	0.9756	0.8420	0.0	0.8097	0.9746	0.4363	0.0503	0.8518	0.9497
0.036	205.45	2260	0.0828	0.6646	0.7107	0.9785	nan	0.9922	0.9493	0.9124	0.9867	0.9027	0.0	0.8772	0.9827	0.6611	0.0869	0.9032	0.9851	nan	0.9801	0.8922	0.8340	0.9758	0.8400	0.0	0.8202	0.9726	0.4404	0.0869	0.8512	0.9462
0.0397	207.27	2280	0.0810	0.6686	0.7164	0.9786	nan	0.9930	0.9487	0.9044	0.9861	0.8991	0.0	0.8824	0.9811	0.6631	0.1556	0.9174	0.9822	nan	0.9800	0.8932	0.8298	0.9756	0.8410	0.0	0.8116	0.9739	0.4364	0.1555	0.8424	0.9529
0.0402	209.09	2300	0.0834	0.6609	0.7088	0.9785	nan	0.9917	0.9523	0.9143	0.9870	0.9083	0.0	0.8851	0.9811	0.6983	0.0227	0.9036	0.9703	nan	0.9802	0.8917	0.8308	0.9759	0.8415	0.0	0.8208	0.9741	0.4528	0.0227	0.8459	0.9558
0.038	210.91	2320	0.0861	0.6599	0.7053	0.9783	nan	0.9931	0.9488	0.8902	0.9883	0.8966	0.0	0.8748	0.9797	0.6734	0.0308	0.9062	0.9864	nan	0.9796	0.8913	0.8260	0.9761	0.8421	0.0	0.8226	0.9735	0.4438	0.0308	0.8498	0.9433
0.0377	212.73	2340	0.0810	0.6689	0.7186	0.9787	nan	0.9925	0.9463	0.8974	0.9883	0.8965	0.0	0.8929	0.9845	0.7125	0.1251	0.9203	0.9851	nan	0.9800	0.8947	0.8285	0.9759	0.8397	0.0	0.8274	0.9744	0.4608	0.1250	0.8473	0.9417
0.0402	214.55	2360	0.0831	0.6611	0.7060	0.9785	nan	0.9927	0.9489	0.8975	0.9891	0.8952	0.0	0.8758	0.9818	0.6763	0.0397	0.8986	0.9822	nan	0.9801	0.8913	0.8291	0.9758	0.8401	0.0	0.8262	0.9752	0.4472	0.0397	0.8479	0.9422
0.0353	216.36	2380	0.0834	0.6600	0.7067	0.9784	nan	0.9934	0.9493	0.8897	0.9871	0.9062	0.0	0.8682	0.9806	0.6591	0.0568	0.9112	0.9858	nan	0.9796	0.8927	0.8267	0.9761	0.8410	0.0	0.8177	0.9748	0.4388	0.0568	0.8377	0.9375
0.0385	218.18	2400	0.0844	0.6565	0.7144	0.9781	nan	0.9907	0.9541	0.9213	0.9842	0.9103	0.0	0.8853	0.9828	0.6841	0.0634	0.9176	0.9932	nan	0.9801	0.8877	0.8297	0.9754	0.8416	0.0	0.8176	0.9736	0.4482	0.0634	0.8269	0.8902
0.0391	220.0	2420	0.0848	0.6604	0.7103	0.9785	nan	0.9921	0.9436	0.9143	0.9893	0.8993	0.0	0.8955	0.9837	0.6555	0.0499	0.9245	0.9856	nan	0.9801	0.8912	0.8329	0.9755	0.8427	0.0	0.8187	0.9755	0.4360	0.0499	0.8413	0.9411
0.0377	221.82	2440	0.0842	0.6619	0.7039	0.9786	nan	0.9936	0.9507	0.8851	0.9875	0.8976	0.0	0.8679	0.9831	0.6504	0.0490	0.9038	0.9818	nan	0.9797	0.8929	0.8294	0.9763	0.8440	0.0	0.8274	0.9757	0.4344	0.0490	0.8522	0.9432
0.0341	223.64	2460	0.0862	0.6567	0.7062	0.9786	nan	0.9931	0.9523	0.8956	0.9865	0.9035	0.0	0.8779	0.9813	0.6720	0.0068	0.9279	0.9839	nan	0.9801	0.8910	0.8312	0.9764	0.8449	0.0	0.8228	0.9747	0.4421	0.0068	0.8180	0.9491
0.0376	225.45	2480	0.0836	0.6592	0.7065	0.9786	nan	0.9926	0.9509	0.8982	0.9880	0.9004	0.0	0.8853	0.9823	0.6884	0.0116	0.8965	0.9902	nan	0.9801	0.8917	0.8318	0.9765	0.8455	0.0	0.8259	0.9744	0.4520	0.0116	0.8456	0.9340
0.0368	227.27	2500	0.0875	0.6535	0.6999	0.9780	nan	0.9931	0.9507	0.8859	0.9880	0.9006	0.0	0.8900	0.9780	0.6299	0.0032	0.9002	0.9790	nan	0.9799	0.8876	0.8168	0.9764	0.8447	0.0	0.8185	0.9733	0.4178	0.0032	0.8294	0.9480
0.0421	229.09	2520	0.0858	0.6576	0.7081	0.9782	nan	0.9926	0.9516	0.8937	0.9879	0.9120	0.0	0.8882	0.9768	0.6814	0.0202	0.9162	0.9847	nan	0.9801	0.8887	0.8294	0.9763	0.8432	0.0	0.8175	0.9699	0.4485	0.0202	0.8268	0.9480
0.0375	230.91	2540	0.0855	0.6602	0.7126	0.9786	nan	0.9923	0.9548	0.8877	0.9857	0.9147	0.0	0.8769	0.9833	0.7583	0.0100	0.9130	0.9866	nan	0.9802	0.8929	0.8264	0.9762	0.8426	0.0	0.8176	0.9735	0.4772	0.0100	0.8357	0.9508
0.0375	232.73	2560	0.0810	0.6640	0.7157	0.9794	nan	0.9925	0.9475	0.9059	0.9874	0.9053	0.0	0.8918	0.9896	0.7319	0.0381	0.9279	0.9861	nan	0.9806	0.8994	0.8331	0.9765	0.8454	0.0	0.8167	0.9780	0.4760	0.0381	0.8480	0.9402
0.0401	234.55	2580	0.0880	0.6553	0.7017	0.9776	nan	0.9925	0.9600	0.8894	0.9848	0.9043	0.0	0.8631	0.9742	0.6659	0.0036	0.8993	0.9850	nan	0.9798	0.8839	0.8221	0.9758	0.8444	0.0	0.8148	0.9678	0.4476	0.0036	0.8272	0.9517
0.0349	236.36	2600	0.0863	0.6590	0.7059	0.9786	nan	0.9926	0.9568	0.8923	0.9872	0.9080	0.0	0.8841	0.9800	0.6914	0.0045	0.9032	0.9767	nan	0.9804	0.8917	0.8284	0.9767	0.8447	0.0	0.8102	0.9735	0.4559	0.0045	0.8449	0.9559
0.0309	238.18	2620	0.0835	0.6605	0.7090	0.9785	nan	0.9928	0.9509	0.8950	0.9874	0.9060	0.0	0.8768	0.9810	0.6743	0.0605	0.9080	0.9841	nan	0.9798	0.8942	0.8249	0.9762	0.8425	0.0	0.8083	0.9743	0.4502	0.0605	0.8314	0.9441
0.0362	240.0	2640	0.0838	0.6608	0.7087	0.9788	nan	0.9925	0.9510	0.9072	0.9870	0.9123	0.0	0.8707	0.9817	0.6935	0.0217	0.9151	0.9810	nan	0.9804	0.8932	0.8332	0.9760	0.8434	0.0	0.8194	0.9741	0.4562	0.0217	0.8463	0.9463
0.0376	241.82	2660	0.0856	0.6580	0.7056	0.9786	nan	0.9932	0.9517	0.8892	0.9882	0.8934	0.0	0.8795	0.9807	0.6815	0.0101	0.9189	0.9861	nan	0.9804	0.8899	0.8323	0.9764	0.8454	0.0	0.8247	0.9718	0.4502	0.0101	0.8312	0.9411
0.035	243.64	2680	0.0856	0.6591	0.7068	0.9786	nan	0.9929	0.9505	0.9058	0.9876	0.8970	0.0	0.8672	0.9784	0.7012	0.0077	0.9109	0.9886	nan	0.9809	0.8890	0.8335	0.9765	0.8480	0.0	0.8282	0.9684	0.4650	0.0077	0.8289	0.9429
0.0342	245.45	2700	0.0832	0.6588	0.7080	0.9786	nan	0.9925	0.9542	0.8906	0.9888	0.8977	0.0	0.8798	0.9796	0.7188	0.0252	0.8903	0.9865	nan	0.9811	0.8883	0.8213	0.9765	0.8466	0.0	0.8208	0.9735	0.4699	0.0252	0.8197	0.9417
0.0351	247.27	2720	0.0825	0.6612	0.7155	0.9786	nan	0.9924	0.9499	0.8994	0.9890	0.8955	0.0	0.8941	0.9795	0.7119	0.0725	0.9277	0.9897	nan	0.9811	0.8865	0.8290	0.9763	0.8456	0.0	0.8203	0.9717	0.4658	0.0724	0.8137	0.9336
0.0325	249.09	2740	0.0829	0.6602	0.7026	0.9789	nan	0.9931	0.9534	0.8935	0.9891	0.8947	0.0	0.8761	0.9816	0.6643	0.0298	0.8853	0.9723	nan	0.9804	0.8924	0.8345	0.9764	0.8460	0.0	0.8191	0.9759	0.4438	0.0298	0.8280	0.9561
0.0359	250.91	2760	0.0836	0.6630	0.7101	0.9793	nan	0.9923	0.9567	0.9106	0.9872	0.9100	0.0	0.8775	0.9826	0.6926	0.0217	0.9187	0.9807	nan	0.9810	0.8949	0.8391	0.9766	0.8472	0.0	0.8281	0.9766	0.4555	0.0217	0.8421	0.9558
0.0391	252.73	2780	0.0826	0.6633	0.7110	0.9794	nan	0.9930	0.9508	0.9092	0.9878	0.8997	0.0	0.8720	0.9834	0.7021	0.0477	0.9119	0.9860	nan	0.9810	0.8958	0.8363	0.9767	0.8476	0.0	0.8224	0.9764	0.4628	0.0477	0.8320	0.9438
0.0368	254.55	2800	0.0839	0.6583	0.7057	0.9788	nan	0.9928	0.9476	0.9055	0.9884	0.9082	0.0	0.8918	0.9825	0.6432	0.0286	0.9000	0.9851	nan	0.9809	0.8896	0.8311	0.9766	0.8467	0.0	0.8230	0.9749	0.4279	0.0286	0.8317	0.9472
0.0384	256.36	2820	0.0816	0.6632	0.7097	0.9794	nan	0.9931	0.9488	0.9034	0.9887	0.9022	0.0	0.8797	0.9851	0.7006	0.0271	0.9109	0.9860	nan	0.9807	0.8971	0.8366	0.9768	0.8454	0.0	0.8258	0.9775	0.4644	0.0271	0.8410	0.9497
0.0387	258.18	2840	0.0830	0.6601	0.7076	0.9791	nan	0.9935	0.9480	0.8908	0.9890	0.8978	0.0	0.8845	0.9845	0.6822	0.0145	0.9281	0.9858	nan	0.9804	0.8938	0.8345	0.9768	0.8468	0.0	0.8306	0.9768	0.4522	0.0144	0.8341	0.9412
0.0391	260.0	2860	0.0828	0.6615	0.7077	0.9793	nan	0.9935	0.9517	0.9006	0.9866	0.9141	0.0	0.8847	0.9840	0.6715	0.0202	0.9089	0.9846	nan	0.9809	0.8957	0.8385	0.9767	0.8483	0.0	0.8269	0.9768	0.4456	0.0202	0.8406	0.9496
0.0383	261.82	2880	0.0830	0.6591	0.7070	0.9791	nan	0.9921	0.9548	0.9170	0.9865	0.9097	0.0	0.8922	0.9840	0.6490	0.0169	0.9007	0.9886	nan	0.9811	0.8915	0.8404	0.9767	0.8483	0.0	0.8274	0.9761	0.4296	0.0169	0.8433	0.9374
0.0424	263.64	2900	0.0831	0.6609	0.7068	0.9792	nan	0.9931	0.9543	0.9003	0.9873	0.9039	0.0	0.8838	0.9823	0.6691	0.0178	0.9119	0.9846	nan	0.9805	0.8963	0.8344	0.9769	0.8472	0.0	0.8241	0.9769	0.4430	0.0178	0.8435	0.9508
0.0343	265.45	2920	0.0844	0.6592	0.7068	0.9790	nan	0.9929	0.9542	0.9045	0.9878	0.9082	0.0	0.8915	0.9789	0.6700	0.0159	0.8997	0.9845	nan	0.9809	0.8918	0.8368	0.9768	0.8478	0.0	0.8265	0.9738	0.4467	0.0159	0.8214	0.9507
0.0373	267.27	2940	0.0872	0.6591	0.7069	0.9789	nan	0.9930	0.9561	0.8906	0.9885	0.8908	0.0	0.8880	0.9806	0.7061	0.0153	0.8981	0.9824	nan	0.9812	0.8880	0.8317	0.9768	0.8479	0.0	0.8273	0.9748	0.4644	0.0153	0.8106	0.9507
0.0357	269.09	2960	0.0843	0.6610	0.7073	0.9791	nan	0.9928	0.9552	0.9012	0.9872	0.9078	0.0	0.8697	0.9823	0.6832	0.0162	0.9137	0.9852	nan	0.9808	0.8931	0.8370	0.9769	0.8483	0.0	0.8239	0.9750	0.4540	0.0162	0.8370	0.9509
0.0337	270.91	2980	0.0845	0.6601	0.7086	0.9791	nan	0.9923	0.9598	0.9059	0.9862	0.9100	0.0	0.8763	0.9803	0.7154	0.0175	0.8821	0.9858	nan	0.9813	0.8903	0.8385	0.9768	0.8489	0.0	0.8203	0.9740	0.4653	0.0175	0.8205	0.9484
0.0339	272.73	3000	0.0830	0.6632	0.7100	0.9795	nan	0.9938	0.9538	0.8848	0.9858	0.9122	0.0	0.8904	0.9870	0.7002	0.0340	0.9071	0.9808	nan	0.9806	0.8994	0.8315	0.9766	0.8465	0.0	0.8341	0.9796	0.4607	0.0339	0.8282	0.9510
0.0394	274.55	3020	0.0846	0.6620	0.7093	0.9791	nan	0.9923	0.9555	0.9083	0.9880	0.9003	0.0	0.8880	0.9816	0.7051	0.0241	0.9006	0.9766	nan	0.9811	0.8900	0.8383	0.9771	0.8488	0.0	0.8293	0.9749	0.4630	0.0241	0.8239	0.9556
0.0363	276.36	3040	0.0841	0.6617	0.7077	0.9791	nan	0.9931	0.9551	0.9035	0.9859	0.9143	0.0	0.8886	0.9810	0.6672	0.0332	0.8984	0.9799	nan	0.9808	0.8916	0.8391	0.9769	0.8470	0.0	0.8331	0.9750	0.4427	0.0332	0.8277	0.9555
0.0339	278.18	3060	0.0821	0.6654	0.7160	0.9794	nan	0.9926	0.9496	0.9084	0.9888	0.9053	0.0	0.9075	0.9836	0.7101	0.0473	0.9265	0.9884	nan	0.9808	0.8957	0.8385	0.9769	0.8480	0.0	0.8256	0.9767	0.4627	0.0472	0.8515	0.9470
0.0383	280.0	3080	0.0824	0.6654	0.7145	0.9796	nan	0.9915	0.9521	0.9197	0.9892	0.9016	0.0	0.8903	0.9870	0.7172	0.0360	0.9146	0.9891	nan	0.9810	0.8973	0.8384	0.9770	0.8484	0.0	0.8252	0.9781	0.4706	0.0360	0.8534	0.9451
0.0381	281.82	3100	0.0820	0.6664	0.7131	0.9797	nan	0.9930	0.9512	0.9047	0.9877	0.9023	0.0	0.8841	0.9872	0.7214	0.0462	0.9084	0.9840	nan	0.9807	0.8990	0.8367	0.9771	0.8504	0.0	0.8331	0.9797	0.4660	0.0462	0.8483	0.9457
0.0363	283.64	3120	0.0841	0.6636	0.7140	0.9793	nan	0.9930	0.9546	0.9055	0.9863	0.9069	0.0	0.9100	0.9816	0.6941	0.0345	0.9313	0.9844	nan	0.9808	0.8941	0.8399	0.9769	0.8496	0.0	0.8251	0.9754	0.4583	0.0345	0.8438	0.9485
0.0355	285.45	3140	0.0826	0.6662	0.7163	0.9792	nan	0.9920	0.9529	0.9220	0.9863	0.9100	0.0	0.8870	0.9822	0.7147	0.0579	0.9169	0.9902	nan	0.9807	0.8939	0.8401	0.9770	0.8487	0.0	0.8326	0.9753	0.4667	0.0578	0.8519	0.9364
0.043	287.27	3160	0.0817	0.6659	0.7115	0.9796	nan	0.9927	0.9564	0.9080	0.9861	0.9125	0.0	0.8793	0.9855	0.7131	0.0350	0.8965	0.9842	nan	0.9811	0.8955	0.8419	0.9768	0.8502	0.0	0.8264	0.9787	0.4704	0.0349	0.8480	0.9522

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

Task: Image Segmentation
Library: transformers
Type: segformer
License: other
Created: May 21, 2024
Updated: May 21, 2024