safety-utcustom-terrain

sam1120/safety-utcustom-terrain

safety-utcustom-terrain 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: Dec 9, 2023
Updated: Dec 9, 2023
SHA: 006d4632

Model card

From the Hugging Face model README

safety-utcustom-terrain-final

This model is a fine-tuned version of nvidia/mit-b5 on the sam1120/safety-utcustom-terrain-jackal-full-391 dataset. It achieves the following results on the evaluation set:

Loss: 0.0892
Mean Iou: 0.7759
Mean Accuracy: 0.8195
Overall Accuracy: 0.9811
Accuracy Unlabeled: nan
Accuracy Nat: 0.9942
Accuracy Concrete: 0.9592
Accuracy Grass: 0.9021
Accuracy Speedway bricks: 0.9902
Accuracy Steel: 0.9315
Accuracy Rough concrete: 0.6330
Accuracy Dark bricks: 0.8554
Accuracy Road: 0.9821
Accuracy Rough red sidewalk: 0.7662
Accuracy Tiles: 0.2392
Accuracy Red bricks: 0.9438
Accuracy Concrete tiles: 0.9536
Accuracy Rest: 0.5024
Iou Unlabeled: nan
Iou Nat: 0.9848
Iou Concrete: 0.8976
Iou Grass: 0.8486
Iou Speedway bricks: 0.9809
Iou Steel: 0.8822
Iou Rough concrete: 0.6278
Iou Dark bricks: 0.8418
Iou Road: 0.9618
Iou Rough red sidewalk: 0.6046
Iou Tiles: 0.2381
Iou Red bricks: 0.9093
Iou Concrete tiles: 0.8939
Iou Rest: 0.4153

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: 5e-05
train_batch_size: 16
eval_batch_size: 16
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	Accuracy Nat	Accuracy Rest	Accuracy Concrete	Accuracy Concrete tiles	Accuracy Dark bricks	Accuracy Grass	Accuracy Red bricks	Accuracy Road	Accuracy Rough concrete	Accuracy Rough red sidewalk	Accuracy Speedway bricks	Accuracy Steel	Accuracy Tiles	Accuracy Unlabeled	Iou Nat	Iou Rest	Iou Concrete	Iou Concrete tiles	Iou Dark bricks	Iou Grass	Iou Red bricks	Iou Road	Iou Rough concrete	Iou Rough red sidewalk	Iou Speedway bricks	Iou Steel	Iou Tiles	Iou Unlabeled	Validation Loss	Mean Accuracy	Mean Iou	Overall Accuracy
2.51	1.18	20	0.0902	0.1772	0.2184	0.1090	0.0127	0.0271	0.0004	0.0071	0.0027	0.0	0.6742	0.0008	0.2799	nan	0.0901	0.0000	0.0797	0.0012	0.0031	0.0192	0.0000	0.0068	0.0001	0.0	0.4633	0.0007	0.0032	0.0	2.5071	0.1230	0.0477	0.2016
1.5504	2.35	40	0.7602	0.0	0.3387	0.0079	0.0014	0.0745	0.0	0.3332	0.0010	0.0	0.9880	0.0	0.0088	nan	0.7577	0.0	0.2038	0.0003	0.0010	0.0682	0.0	0.3127	0.0002	0.0	0.5711	0.0	0.0008	0.0	1.8408	0.1934	0.1368	0.6936
0.6271	3.53	60	0.9551	0.0	0.8127	0.0	0.0	0.2590	0.0	0.8979	0.0	0.0	0.9793	0.0	0.0000	nan	0.9405	0.0	0.5259	0.0	0.0	0.2392	0.0	0.6993	0.0	0.0	0.8263	0.0	0.0000	nan	0.8083	0.3003	0.2486	0.8894
0.3963	4.71	80	0.9698	0.0	0.7973	0.0443	0.0	0.7826	0.0	0.9651	0.0	0.0	0.9777	0.0004	0.0	nan	0.9532	0.0	0.6901	0.0443	0.0	0.5632	0.0	0.7280	0.0	0.0	0.8641	0.0004	0.0	nan	0.4204	0.3490	0.2956	0.9186
0.3558	5.88	100	0.9806	0.0	0.9025	0.3050	0.0	0.7816	0.0	0.9135	0.0031	0.0	0.9632	0.2874	0.0	nan	0.9618	0.0	0.6868	0.3027	0.0	0.6345	0.0	0.8305	0.0031	0.0	0.8915	0.2804	0.0	nan	0.3091	0.3952	0.3532	0.9322
0.2654	7.06	120	0.9793	0.0	0.8161	0.3875	0.0	0.8487	0.0	0.9769	0.0002	0.0009	0.9862	0.4149	0.0	nan	0.9636	0.0	0.7301	0.3046	0.0	0.6491	0.0	0.7846	0.0002	0.0009	0.9014	0.4015	0.0	nan	0.2554	0.4162	0.3643	0.9363
0.1938	8.24	140	0.9830	0.0	0.9010	0.6649	0.0	0.8719	0.0	0.9517	0.1663	0.0374	0.9779	0.6445	0.0	nan	0.9681	0.0	0.7740	0.1887	0.0	0.6642	0.0	0.8746	0.1660	0.0374	0.9354	0.5996	0.0	nan	0.2059	0.4768	0.4006	0.9478
0.202	9.41	160	0.9873	0.0	0.8667	0.7499	0.0282	0.8553	0.0	0.9539	0.5565	0.1631	0.9878	0.6794	0.0172	nan	0.9705	0.0	0.7775	0.2007	0.0282	0.7107	0.0	0.9073	0.4995	0.1493	0.9308	0.6268	0.0166	nan	0.1785	0.5266	0.4475	0.9524
0.174	10.59	180	0.9880	0.0	0.9067	0.7555	0.0684	0.8559	0.0881	0.9470	0.5194	0.4768	0.9831	0.7462	0.0	nan	0.9711	0.0	0.7934	0.2110	0.0680	0.7406	0.0881	0.9141	0.5091	0.3846	0.9482	0.6883	0.0	nan	0.1571	0.5642	0.4859	0.9572
0.1317	11.76	200	0.9865	0.0	0.9250	0.7600	0.7836	0.8949	0.1046	0.9492	0.5791	0.5757	0.9715	0.7851	0.0	nan	0.9720	0.0	0.8087	0.6147	0.7372	0.7440	0.1044	0.9256	0.5756	0.4397	0.9522	0.7135	0.0	nan	0.1391	0.6396	0.5837	0.9632
0.0915	12.94	220	0.9860	0.0	0.9262	0.7639	0.7600	0.9003	0.5878	0.9337	0.6388	0.5331	0.9805	0.7937	0.0115	nan	0.9733	0.0	0.8116	0.6127	0.7370	0.7638	0.5787	0.9065	0.5673	0.4644	0.9561	0.7260	0.0114	nan	0.1252	0.6781	0.6238	0.9644
0.1027	14.12	240	0.9917	0.0	0.9190	0.7523	0.7272	0.8350	0.6341	0.9736	0.6123	0.5560	0.9814	0.7842	0.0590	nan	0.9741	0.0	0.8297	0.6982	0.7163	0.7690	0.6251	0.9232	0.5949	0.4768	0.9583	0.7348	0.0588	nan	0.1175	0.6789	0.6430	0.9672
0.1055	15.29	260	0.9881	0.0	0.9170	0.6841	0.7566	0.8499	0.6607	0.9807	0.6126	0.6318	0.9881	0.7435	0.0304	nan	0.9746	0.0	0.8274	0.6670	0.7390	0.7777	0.6508	0.9133	0.5831	0.5124	0.9579	0.7130	0.0301	nan	0.1139	0.6803	0.6420	0.9669
0.089	16.47	280	0.9883	0.0	0.9266	0.7338	0.7679	0.8684	0.7259	0.9741	0.6241	0.7053	0.9872	0.7572	0.0675	nan	0.9757	0.0	0.8339	0.6869	0.7546	0.7875	0.7145	0.9367	0.5637	0.5270	0.9598	0.7243	0.0665	nan	0.1049	0.7020	0.6562	0.9687
0.0982	17.65	300	0.9932	0.0	0.9315	0.7460	0.8016	0.8161	0.8457	0.9702	0.6211	0.6153	0.9799	0.8352	0.0917	nan	0.9753	0.0	0.8406	0.7205	0.7828	0.7713	0.8009	0.9369	0.5512	0.5013	0.9641	0.7745	0.0881	nan	0.1024	0.7113	0.6698	0.9696
0.0787	18.82	320	0.9902	0.0	0.9380	0.7392	0.8253	0.8625	0.8736	0.9765	0.6109	0.7008	0.9773	0.8889	0.1198	nan	0.9772	0.0	0.8491	0.6967	0.8024	0.7964	0.8242	0.9342	0.5884	0.5514	0.9625	0.7733	0.1164	nan	0.1005	0.7310	0.6825	0.9711
0.0659	20.0	340	0.9924	0.0	0.9213	0.8308	0.8275	0.8675	0.8678	0.9701	0.6168	0.7045	0.9838	0.8907	0.1436	nan	0.9771	0.0	0.8576	0.7540	0.8017	0.8037	0.8045	0.9477	0.5888	0.5288	0.9634	0.7818	0.1388	nan	0.0948	0.7398	0.6883	0.9722
0.0615	21.18	360	0.9914	0.0	0.9523	0.7668	0.8173	0.8567	0.7849	0.9601	0.6088	0.6383	0.9756	0.8970	0.0394	nan	0.9766	0.0	0.8440	0.7240	0.8007	0.7904	0.7613	0.9455	0.6013	0.5302	0.9648	0.7870	0.0386	nan	0.0998	0.7145	0.6742	0.9711
0.0671	22.35	380	0.9918	0.0	0.9463	0.7548	0.8054	0.8489	0.8876	0.9673	0.6129	0.7477	0.9791	0.8704	0.1060	nan	0.9774	0.0	0.8497	0.7045	0.7850	0.7915	0.8271	0.9405	0.5940	0.5749	0.9671	0.7935	0.1040	nan	0.0957	0.7322	0.6853	0.9719
0.0917	23.53	400	0.9909	0.0	0.9336	0.7850	0.8096	0.8687	0.8738	0.9780	0.6158	0.6849	0.9868	0.8362	0.1046	nan	0.9777	0.0	0.8545	0.7320	0.7838	0.8004	0.8380	0.9417	0.5996	0.5411	0.9665	0.7895	0.1043	nan	0.0935	0.7283	0.6869	0.9725
0.0649	24.71	420	0.9925	0.0	0.9283	0.8514	0.8465	0.8542	0.9041	0.9788	0.6238	0.6471	0.9883	0.8563	0.1356	nan	0.9783	0.0	0.8609	0.7683	0.8168	0.8034	0.8423	0.9410	0.6038	0.5446	0.9664	0.7955	0.1335	nan	0.0880	0.7390	0.6965	0.9733
0.0648	25.88	440	0.9920	0.0	0.9411	0.8344	0.8282	0.8705	0.8488	0.9759	0.6163	0.7026	0.9870	0.8342	0.1031	nan	0.9789	0.0	0.8594	0.7905	0.8074	0.8149	0.8212	0.9523	0.5988	0.5236	0.9685	0.7926	0.1028	nan	0.0886	0.7334	0.6931	0.9739
0.0633	27.06	460	0.9913	0.0	0.9298	0.8931	0.8600	0.8680	0.9230	0.9770	0.6187	0.7837	0.9905	0.8313	0.1321	nan	0.9785	0.0	0.8658	0.7637	0.8113	0.8027	0.8376	0.9457	0.6000	0.6097	0.9674	0.7922	0.1316	nan	0.0885	0.7537	0.7005	0.9739
0.0504	28.24	480	0.9911	0.0	0.9332	0.8848	0.8469	0.8925	0.9045	0.9779	0.6205	0.7196	0.9882	0.8626	0.1751	nan	0.9790	0.0	0.8676	0.7879	0.8161	0.8156	0.8464	0.9503	0.5961	0.5367	0.9697	0.8085	0.1739	nan	0.0862	0.7536	0.7037	0.9746
0.0603	29.41	500	0.9932	0.0	0.9429	0.8191	0.8274	0.8523	0.8900	0.9719	0.6164	0.7170	0.9858	0.8697	0.1381	nan	0.9783	0.0	0.8635	0.7952	0.8105	0.8027	0.8526	0.9460	0.6043	0.5907	0.9711	0.8125	0.1370	nan	0.0885	0.7403	0.7050	0.9743
0.0447	30.59	520	0.9902	0.0	0.9484	0.8591	0.8759	0.8866	0.9197	0.9788	0.6183	0.7369	0.9854	0.8896	0.2666	nan	0.9795	0.0	0.8699	0.8193	0.8352	0.8187	0.8540	0.9470	0.6008	0.5913	0.9714	0.8157	0.2453	nan	0.0824	0.7658	0.7191	0.9753
0.0517	31.76	540	0.9910	0.0	0.9372	0.8937	0.8920	0.8815	0.9331	0.9784	0.6245	0.8062	0.9904	0.8431	0.3040	nan	0.9799	0.0	0.8732	0.8217	0.8341	0.8191	0.8354	0.9495	0.6024	0.5985	0.9702	0.8045	0.2819	nan	0.0807	0.7750	0.7208	0.9755
0.0512	32.94	560	0.9934	0.0	0.9411	0.8627	0.7835	0.8619	0.8360	0.9789	0.6166	0.7804	0.9853	0.8938	0.1282	nan	0.9793	0.0	0.8740	0.8110	0.7669	0.8082	0.8223	0.9476	0.6077	0.6209	0.9704	0.8202	0.1262	nan	0.0856	0.7432	0.7042	0.9752
0.0474	34.12	580	0.9925	0.0	0.9511	0.8677	0.8661	0.8697	0.8806	0.9743	0.6254	0.7290	0.9838	0.8987	0.2127	nan	0.9795	0.0	0.8724	0.8249	0.8305	0.8163	0.8461	0.9532	0.5900	0.6061	0.9724	0.8224	0.2101	nan	0.0796	0.7578	0.7172	0.9758
0.0471	35.29	600	0.9922	0.0	0.9352	0.9168	0.8880	0.8596	0.9220	0.9797	0.6205	0.8090	0.9876	0.8911	0.4564	nan	0.9789	0.0	0.8785	0.8174	0.8203	0.8034	0.8567	0.9530	0.6048	0.5828	0.9728	0.8208	0.4101	nan	0.0815	0.7891	0.7307	0.9757
0.0522	36.47	620	0.9943	0.0	0.9353	0.8650	0.8185	0.8543	0.8783	0.9783	0.6238	0.7479	0.9850	0.9008	0.1075	nan	0.9786	0.0	0.8728	0.8187	0.7978	0.8036	0.8519	0.9475	0.6092	0.6031	0.9727	0.8254	0.1075	nan	0.0846	0.7453	0.7068	0.9752
0.043	37.65	640	0.9938	0.0	0.9391	0.9101	0.8167	0.8672	0.9004	0.9800	0.6179	0.7609	0.9853	0.9130	0.1707	nan	0.9796	0.0	0.8763	0.8325	0.7965	0.8145	0.8582	0.9520	0.6101	0.6211	0.9728	0.8251	0.1693	nan	0.0813	0.7581	0.7160	0.9761
0.0429	38.82	660	0.9931	0.0	0.9416	0.8665	0.8163	0.8894	0.9095	0.9792	0.6195	0.7703	0.9876	0.8956	0.1931	nan	0.9804	0.0	0.8790	0.8424	0.7970	0.8264	0.8589	0.9544	0.6086	0.6180	0.9729	0.8282	0.1904	nan	0.0792	0.7586	0.7197	0.9768
0.0506	40.0	680	0.9916	0.0	0.9474	0.8906	0.8488	0.8903	0.8936	0.9796	0.6164	0.7507	0.9894	0.8788	0.2110	nan	0.9807	0.0	0.8770	0.8471	0.8198	0.8269	0.8523	0.9516	0.6061	0.6140	0.9726	0.8269	0.2069	nan	0.0794	0.7606	0.7217	0.9767
0.0426	41.18	700	0.9921	0.0	0.9513	0.9062	0.8437	0.8701	0.9256	0.9788	0.6143	0.7620	0.9887	0.8859	0.2141	nan	0.9804	0.0	0.8763	0.8417	0.8206	0.8174	0.8579	0.9524	0.6066	0.6145	0.9741	0.8318	0.2104	nan	0.0813	0.7641	0.7219	0.9766
0.043	42.35	720	0.9924	0.0	0.9485	0.8467	0.8488	0.8918	0.9142	0.9799	0.6665	0.7487	0.9883	0.8804	0.1911	nan	0.9810	0.0	0.8794	0.8212	0.8281	0.8290	0.8633	0.9536	0.6521	0.6152	0.9744	0.8307	0.1892	nan	0.0758	0.7613	0.7244	0.9773
0.0369	43.53	740	0.9928	0.0	0.9526	0.8837	0.8391	0.8761	0.9155	0.9745	0.6171	0.7684	0.9882	0.8889	0.2243	nan	0.9808	0.0	0.8761	0.8354	0.8189	0.8243	0.8648	0.9536	0.6082	0.6259	0.9747	0.8328	0.2171	nan	0.0800	0.7632	0.7241	0.9770
0.0373	44.71	760	0.9928	0.0	0.9444	0.8855	0.8561	0.8601	0.8866	0.9836	0.6149	0.7557	0.9886	0.8776	0.2033	nan	0.9803	0.0	0.8743	0.8405	0.8347	0.8131	0.8579	0.9458	0.6082	0.6064	0.9741	0.8309	0.1965	nan	0.0832	0.7576	0.7202	0.9762
0.0332	45.88	780	0.9923	0.0	0.9401	0.8656	0.8542	0.8879	0.8911	0.9791	0.6248	0.8070	0.9859	0.9102	0.2295	nan	0.9807	0.0	0.8770	0.8293	0.8286	0.8240	0.8598	0.9451	0.5887	0.5983	0.9746	0.8353	0.2259	nan	0.0818	0.7668	0.7205	0.9765
0.0386	47.06	800	0.9926	0.0325	0.9593	0.8440	0.8593	0.8725	0.8980	0.9703	0.6201	0.7499	0.9851	0.9043	0.1994	nan	0.9810	0.0325	0.8732	0.8141	0.8340	0.8222	0.8616	0.9529	0.5787	0.5951	0.9753	0.8392	0.1945	nan	0.0835	0.7606	0.7196	0.9767
0.0457	48.24	820	0.9933	0.0114	0.9413	0.9301	0.8847	0.8748	0.9043	0.9777	0.6238	0.7846	0.9887	0.8896	0.2452	nan	0.9810	0.0114	0.8789	0.8180	0.8470	0.8198	0.8569	0.9515	0.6110	0.6043	0.9751	0.8365	0.2376	nan	0.0799	0.7730	0.7253	0.9771
0.045	49.41	840	0.9927	0.0	0.9411	0.8221	0.8123	0.8807	0.8406	0.9732	0.6200	0.7598	0.9920	0.8704	0.1768	nan	0.9807	0.0	0.8722	0.7926	0.7954	0.8200	0.8261	0.9524	0.6057	0.6041	0.9720	0.8282	0.1756	nan	0.0856	0.7447	0.7096	0.9762
0.0414	50.59	860	0.9926	0.1220	0.9469	0.8722	0.8333	0.8965	0.8889	0.9775	0.6201	0.7202	0.9903	0.8716	0.2122	nan	0.9814	0.1218	0.8780	0.8280	0.8171	0.8290	0.8561	0.9514	0.6120	0.5965	0.9745	0.8299	0.2088	nan	0.0802	0.7649	0.7296	0.9772
0.038	51.76	880	0.9934	0.0341	0.9430	0.8840	0.8400	0.8810	0.8959	0.9795	0.6205	0.7668	0.9909	0.8688	0.1805	nan	0.9812	0.0341	0.8798	0.8270	0.8212	0.8243	0.8576	0.9539	0.6108	0.6118	0.9746	0.8286	0.1792	nan	0.0805	0.7599	0.7219	0.9773
0.0348	52.94	900	0.9889	0.3008	0.9530	0.9012	0.8565	0.9122	0.9022	0.9801	0.6242	0.8273	0.9888	0.8903	0.2021	nan	0.9810	0.2998	0.8773	0.8303	0.8292	0.8277	0.8710	0.9463	0.5850	0.6260	0.9757	0.8368	0.1981	nan	0.0810	0.7944	0.7449	0.9768
0.0386	54.12	920	0.9938	0.0537	0.9512	0.8835	0.8350	0.8486	0.9054	0.9783	0.6164	0.7138	0.9896	0.8807	0.1991	nan	0.9803	0.0537	0.8779	0.8351	0.8194	0.8058	0.8772	0.9517	0.6106	0.6058	0.9751	0.8357	0.1963	nan	0.0854	0.7576	0.7250	0.9766
0.0387	55.29	940	0.9936	0.0829	0.9422	0.8882	0.8625	0.8795	0.8723	0.9796	0.6231	0.8037	0.9910	0.8757	0.2241	nan	0.9811	0.0828	0.8820	0.8280	0.8400	0.8260	0.8475	0.9557	0.6126	0.6468	0.9754	0.8335	0.2217	nan	0.0794	0.7706	0.7333	0.9777
0.0283	56.47	960	0.9940	0.1073	0.9472	0.8996	0.8596	0.8739	0.9006	0.9807	0.6203	0.7863	0.9864	0.8994	0.2271	nan	0.9810	0.1070	0.8836	0.8254	0.8396	0.8187	0.8586	0.9543	0.6134	0.6249	0.9763	0.8406	0.2245	nan	0.0813	0.7756	0.7345	0.9776
0.0384	57.65	980	0.9925	0.1577	0.9499	0.9201	0.8493	0.8903	0.8871	0.9788	0.6250	0.7860	0.9886	0.8914	0.2491	nan	0.9817	0.1575	0.8825	0.8383	0.8280	0.8280	0.8572	0.9502	0.5993	0.6357	0.9760	0.8399	0.2445	nan	0.0800	0.7820	0.7399	0.9777
0.0284	58.82	1000	0.9922	0.4341	0.9423	0.8988	0.8606	0.8817	0.8903	0.9850	0.6222	0.7714	0.9912	0.8787	0.2188	nan	0.9813	0.4070	0.8806	0.8373	0.8310	0.8225	0.8639	0.9464	0.6076	0.6204	0.9753	0.8363	0.2159	nan	0.0827	0.7975	0.7558	0.9772
0.0282	60.0	1020	0.9918	0.4016	0.9464	0.9251	0.8827	0.8950	0.8991	0.9836	0.6233	0.7761	0.9871	0.9167	0.2432	nan	0.9815	0.3927	0.8841	0.8398	0.8436	0.8236	0.8689	0.9497	0.6084	0.6328	0.9760	0.8398	0.2396	nan	0.0809	0.8055	0.7600	0.9777
0.0327	61.18	1040	0.9918	0.4114	0.9499	0.9102	0.8241	0.9009	0.8756	0.9790	0.6216	0.7633	0.9883	0.9068	0.2295	nan	0.9817	0.4081	0.8796	0.8338	0.8084	0.8279	0.8530	0.9510	0.6062	0.6306	0.9756	0.8438	0.2259	nan	0.0825	0.7963	0.7558	0.9775
0.033	62.35	1060	0.9924	0.3024	0.9527	0.8912	0.8402	0.8845	0.9115	0.9813	0.6220	0.7280	0.9887	0.9029	0.2298	nan	0.9816	0.2995	0.8806	0.8413	0.8209	0.8232	0.8705	0.9529	0.6107	0.6132	0.9762	0.8435	0.2262	nan	0.0824	0.7868	0.7493	0.9776
0.0368	63.53	1080	0.9934	0.1106	0.9447	0.8896	0.8379	0.8801	0.9108	0.9836	0.6245	0.7779	0.9905	0.8842	0.2147	nan	0.9817	0.1106	0.8837	0.8379	0.8201	0.8246	0.8741	0.9522	0.6121	0.6342	0.9760	0.8399	0.2128	nan	0.0803	0.7725	0.7354	0.9779
0.0395	64.71	1100	0.9933	0.0553	0.9391	0.9201	0.8681	0.8875	0.9200	0.9820	0.6582	0.7844	0.9909	0.8916	0.2336	nan	0.9816	0.0553	0.8854	0.8479	0.8407	0.8273	0.8752	0.9526	0.6441	0.6288	0.9760	0.8418	0.2306	nan	0.0766	0.7788	0.7375	0.9782
0.0355	65.88	1120	0.9935	0.1577	0.9472	0.9118	0.8493	0.8630	0.9045	0.9832	0.6617	0.7930	0.9891	0.8981	0.2304	nan	0.9811	0.1575	0.8863	0.8400	0.8324	0.8154	0.8784	0.9513	0.6451	0.6217	0.9769	0.8456	0.2256	nan	0.0792	0.7833	0.7429	0.9778
0.0326	67.06	1140	0.9919	0.1919	0.9547	0.8761	0.8499	0.8893	0.9099	0.9822	0.6300	0.7588	0.9882	0.9022	0.1801	nan	0.9820	0.1919	0.8805	0.8213	0.8275	0.8292	0.8831	0.9492	0.6199	0.6253	0.9767	0.8458	0.1768	nan	0.0798	0.7773	0.7392	0.9778
0.03	68.24	1160	0.9935	0.3057	0.9438	0.9097	0.8682	0.8853	0.9112	0.9814	0.7520	0.7964	0.9891	0.9062	0.2278	nan	0.9820	0.2998	0.8900	0.8445	0.8443	0.8281	0.8803	0.9556	0.7380	0.6151	0.9768	0.8482	0.2242	nan	0.0735	0.8054	0.7636	0.9789
0.0304	69.41	1180	0.9931	0.2634	0.9452	0.9119	0.8890	0.8894	0.9082	0.9829	0.6426	0.7216	0.9899	0.9068	0.2100	nan	0.9820	0.2613	0.8847	0.8445	0.8600	0.8291	0.8779	0.9486	0.6299	0.6227	0.9780	0.8495	0.2039	nan	0.0749	0.7888	0.7517	0.9784
0.0366	70.59	1200	0.9927	0.0472	0.9582	0.8675	0.8251	0.8619	0.9024	0.9774	0.6224	0.8008	0.9870	0.9060	0.1424	nan	0.9819	0.0471	0.8767	0.8272	0.8106	0.8130	0.8767	0.9599	0.6055	0.5239	0.9777	0.8490	0.1354	nan	0.0830	0.7609	0.7142	0.9771
0.0296	71.76	1220	0.9916	0.1431	0.9524	0.9023	0.8712	0.9014	0.8903	0.9791	0.6243	0.7556	0.9916	0.8860	0.1754	nan	0.9819	0.1431	0.8808	0.8397	0.8471	0.8321	0.8665	0.9586	0.6103	0.6133	0.9772	0.8449	0.1710	nan	0.0791	0.7742	0.7359	0.9782
0.0313	72.94	1240	0.9927	0.0894	0.9468	0.9155	0.8566	0.8993	0.8841	0.9796	0.6253	0.7843	0.9926	0.8653	0.2090	nan	0.9821	0.0894	0.8860	0.8653	0.8393	0.8309	0.8594	0.9601	0.6150	0.6127	0.9755	0.8342	0.2065	nan	0.0774	0.7724	0.7351	0.9784
0.0272	74.12	1260	0.9942	0.2228	0.9498	0.9141	0.8849	0.8712	0.9235	0.9781	0.6261	0.7730	0.9907	0.8943	0.2644	nan	0.9817	0.2164	0.8902	0.8554	0.8587	0.8241	0.8853	0.9617	0.6170	0.6001	0.9772	0.8477	0.2536	nan	0.0761	0.7913	0.7515	0.9787
0.0329	75.29	1280	0.9928	0.1902	0.9563	0.8935	0.8582	0.8855	0.8926	0.9794	0.6249	0.7687	0.9893	0.8970	0.2109	nan	0.9821	0.1896	0.8856	0.8492	0.8390	0.8261	0.8720	0.9610	0.6129	0.5996	0.9775	0.8492	0.2071	nan	0.0783	0.7800	0.7424	0.9785
0.0297	76.47	1300	0.9925	0.2602	0.9522	0.9211	0.8558	0.9005	0.8835	0.9813	0.6233	0.7873	0.9882	0.9161	0.2259	nan	0.9823	0.2581	0.8877	0.8522	0.8369	0.8292	0.8674	0.9597	0.6142	0.6165	0.9772	0.8511	0.2211	nan	0.0783	0.7914	0.7503	0.9787
0.0316	77.65	1320	0.9950	0.0683	0.9489	0.9051	0.8369	0.8689	0.8564	0.9788	0.6222	0.7373	0.9890	0.9112	0.2202	nan	0.9813	0.0681	0.8873	0.8526	0.8250	0.8239	0.8418	0.9599	0.6145	0.6000	0.9773	0.8518	0.2182	nan	0.0802	0.7645	0.7309	0.9783
0.0295	78.82	1340	0.9931	0.2309	0.9575	0.8918	0.8445	0.8918	0.8780	0.9784	0.6227	0.7670	0.9876	0.9198	0.2125	nan	0.9825	0.2276	0.8858	0.8543	0.8294	0.8329	0.8619	0.9603	0.6136	0.6130	0.9771	0.8528	0.2104	nan	0.0793	0.7827	0.7463	0.9787
0.0363	80.0	1360	0.9935	0.2293	0.9455	0.9084	0.8572	0.8976	0.8853	0.9827	0.6365	0.7868	0.9908	0.8975	0.2276	nan	0.9824	0.2267	0.8881	0.8519	0.8387	0.8352	0.8649	0.9615	0.6243	0.6143	0.9772	0.8497	0.2253	nan	0.0758	0.7876	0.7493	0.9790
0.0278	81.18	1380	0.9933	0.1659	0.9558	0.9068	0.8466	0.8911	0.8826	0.9817	0.6237	0.7761	0.9879	0.8980	0.2160	nan	0.9825	0.1656	0.8856	0.8531	0.8324	0.8328	0.8661	0.9615	0.6169	0.6027	0.9773	0.8501	0.2138	nan	0.0779	0.7789	0.7416	0.9787
0.0349	82.35	1400	0.9919	0.2244	0.9584	0.8933	0.8434	0.9011	0.8807	0.9809	0.6226	0.7732	0.9893	0.8945	0.2060	nan	0.9826	0.2240	0.8839	0.8456	0.8265	0.8310	0.8619	0.9604	0.6152	0.6070	0.9772	0.8500	0.2038	nan	0.0789	0.7815	0.7438	0.9785
0.0334	83.53	1420	0.9938	0.2081	0.9553	0.9087	0.8442	0.8773	0.8931	0.9789	0.6275	0.7603	0.9896	0.8964	0.2237	nan	0.9822	0.2055	0.8865	0.8505	0.8299	0.8272	0.8748	0.9599	0.6198	0.6036	0.9772	0.8502	0.2211	nan	0.0789	0.7813	0.7452	0.9786
0.0271	84.71	1440	0.9929	0.3496	0.9541	0.9276	0.8700	0.8941	0.8969	0.9810	0.6276	0.7772	0.9882	0.9110	0.2436	nan	0.9825	0.3418	0.8882	0.8426	0.8466	0.8327	0.8717	0.9594	0.6172	0.6108	0.9775	0.8514	0.2407	nan	0.0779	0.8011	0.7587	0.9789
0.0269	85.88	1460	0.9929	0.2959	0.9507	0.9229	0.8474	0.8995	0.9106	0.9824	0.6299	0.7745	0.9895	0.9106	0.2364	nan	0.9826	0.2940	0.8884	0.8451	0.8318	0.8361	0.8758	0.9576	0.6199	0.6215	0.9774	0.8516	0.2340	nan	0.0778	0.7956	0.7551	0.9790
0.0273	87.06	1480	0.9937	0.0894	0.9506	0.9190	0.8680	0.8860	0.9251	0.9807	0.6401	0.7765	0.9898	0.9120	0.2603	nan	0.9826	0.0894	0.8905	0.8519	0.8466	0.8315	0.8874	0.9592	0.6285	0.6164	0.9774	0.8540	0.2562	nan	0.0758	0.7839	0.7440	0.9791
0.0288	88.24	1500	0.9932	0.1854	0.9524	0.9075	0.8556	0.8900	0.8910	0.9808	0.6311	0.7878	0.9903	0.9093	0.2340	nan	0.9828	0.1848	0.8889	0.8508	0.8370	0.8321	0.8751	0.9591	0.6224	0.6146	0.9774	0.8555	0.2317	nan	0.0780	0.7852	0.7471	0.9790
0.0258	89.41	1520	0.9924	0.3057	0.9572	0.9354	0.8573	0.8933	0.8876	0.9823	0.6272	0.7935	0.9876	0.9146	0.2306	nan	0.9826	0.3003	0.8866	0.8465	0.8400	0.8322	0.8710	0.9575	0.6192	0.6181	0.9778	0.8540	0.2259	nan	0.0794	0.7973	0.7548	0.9788
0.023	90.59	1540	0.9927	0.3252	0.9555	0.9297	0.8655	0.8867	0.9231	0.9818	0.6278	0.7999	0.9899	0.9057	0.2339	nan	0.9828	0.3135	0.8881	0.8506	0.8438	0.8323	0.8904	0.9598	0.6192	0.6107	0.9778	0.8548	0.2281	nan	0.0783	0.8014	0.7578	0.9790
0.0263	91.76	1560	0.9935	0.2634	0.9549	0.9192	0.8576	0.8835	0.9122	0.9809	0.6293	0.7828	0.9882	0.9137	0.2440	nan	0.9826	0.2576	0.8877	0.8496	0.8401	0.8323	0.8877	0.9592	0.6229	0.6039	0.9777	0.8543	0.2387	nan	0.0788	0.7941	0.7534	0.9789
0.0308	92.94	1580	0.9933	0.2195	0.9518	0.9267	0.8570	0.8981	0.8983	0.9813	0.6285	0.7817	0.9884	0.9184	0.2340	nan	0.9828	0.2181	0.8883	0.8554	0.8391	0.8335	0.8765	0.9603	0.6199	0.6176	0.9778	0.8563	0.2311	nan	0.0786	0.7905	0.7505	0.9791
0.0255	94.12	1600	0.9936	0.2065	0.9601	0.9187	0.8598	0.8876	0.8846	0.9775	0.6275	0.7880	0.9860	0.9239	0.2229	nan	0.9829	0.2058	0.8874	0.8559	0.8419	0.8333	0.8670	0.9607	0.6197	0.6095	0.9777	0.8581	0.2203	nan	0.0799	0.7874	0.7477	0.9791
0.0288	95.29	1620	0.9932	0.2878	0.9565	0.9128	0.8604	0.8750	0.9047	0.9825	0.6288	0.7858	0.9910	0.8878	0.2249	nan	0.9828	0.2846	0.8870	0.8520	0.8408	0.8290	0.8824	0.9594	0.6188	0.6095	0.9775	0.8493	0.2224	nan	0.0808	0.7916	0.7535	0.9789
0.0278	96.47	1640	0.9944	0.1593	0.9515	0.9112	0.8437	0.8814	0.8830	0.9805	0.6292	0.7454	0.9892	0.9099	0.2248	nan	0.9825	0.1593	0.8880	0.8545	0.8285	0.8316	0.8652	0.9586	0.6228	0.5959	0.9778	0.8548	0.2228	nan	0.0802	0.7772	0.7417	0.9789
0.0266	97.65	1660	0.9933	0.2033	0.9569	0.9173	0.8506	0.8898	0.8823	0.9815	0.6297	0.7677	0.9875	0.9221	0.2112	nan	0.9829	0.2029	0.8874	0.8550	0.8348	0.8321	0.8654	0.9597	0.6215	0.6081	0.9780	0.8558	0.2093	nan	0.0801	0.7841	0.7456	0.9790
0.025	98.82	1680	0.9930	0.2081	0.9597	0.8978	0.8492	0.9013	0.8684	0.9799	0.6333	0.7604	0.9864	0.9254	0.2005	nan	0.9832	0.2075	0.8871	0.8506	0.8329	0.8398	0.8552	0.9606	0.6287	0.6087	0.9772	0.8545	0.1986	nan	0.0787	0.7818	0.7450	0.9792
0.0268	100.0	1700	0.9931	0.1870	0.9549	0.9206	0.8659	0.8962	0.8848	0.9826	0.6367	0.7757	0.9882	0.9147	0.2171	nan	0.9830	0.1861	0.8891	0.8483	0.8460	0.8333	0.8671	0.9596	0.6281	0.6210	0.9784	0.8557	0.2148	nan	0.0788	0.7860	0.7470	0.9793
0.0256	101.18	1720	0.9942	0.1902	0.9516	0.9301	0.8468	0.8849	0.9161	0.9808	0.6354	0.7714	0.9889	0.9183	0.2331	nan	0.9826	0.1896	0.8895	0.8524	0.8318	0.8335	0.8921	0.9605	0.6271	0.6191	0.9780	0.8559	0.2303	nan	0.0785	0.7878	0.7494	0.9792
0.0256	102.35	1740	0.9930	0.3220	0.9563	0.9174	0.8542	0.8969	0.9228	0.9798	0.6242	0.7796	0.9893	0.9139	0.2347	nan	0.9831	0.3163	0.8872	0.8580	0.8359	0.8384	0.8959	0.9590	0.6187	0.6221	0.9785	0.8583	0.2265	nan	0.0795	0.7988	0.7598	0.9793
0.0243	103.53	1760	0.9933	0.1967	0.9556	0.9194	0.8592	0.9019	0.9078	0.9791	0.6303	0.7629	0.9883	0.9218	0.2304	nan	0.9830	0.1961	0.8895	0.8594	0.8390	0.8391	0.8899	0.9602	0.6230	0.6181	0.9782	0.8581	0.2273	nan	0.0781	0.7882	0.7509	0.9794
0.0299	104.71	1780	0.9931	0.2033	0.9584	0.9250	0.8485	0.9021	0.8709	0.9783	0.6225	0.7794	0.9884	0.9216	0.2051	nan	0.9831	0.2026	0.8884	0.8548	0.8335	0.8379	0.8556	0.9612	0.6179	0.6252	0.9788	0.8587	0.2033	nan	0.0785	0.7843	0.7462	0.9794
0.0238	105.88	1800	0.9939	0.1789	0.9530	0.9209	0.8513	0.8998	0.8795	0.9815	0.6352	0.7671	0.9888	0.9116	0.2369	nan	0.9830	0.1789	0.8912	0.8586	0.8351	0.8372	0.8654	0.9615	0.6288	0.6171	0.9785	0.8580	0.2351	nan	0.0770	0.7845	0.7483	0.9796
0.0283	107.06	1820	0.9930	0.2358	0.9605	0.9187	0.8514	0.8910	0.9089	0.9780	0.6273	0.8059	0.9888	0.9097	0.2182	nan	0.9829	0.2342	0.8885	0.8595	0.8352	0.8344	0.8892	0.9608	0.6210	0.6203	0.9786	0.8585	0.2165	nan	0.0792	0.7913	0.7523	0.9792
0.0236	108.24	1840	0.9934	0.3024	0.9579	0.9291	0.8560	0.8895	0.9201	0.9805	0.6352	0.7655	0.9884	0.9079	0.2409	nan	0.9828	0.2981	0.8888	0.8550	0.8388	0.8342	0.8929	0.9592	0.6231	0.6139	0.9783	0.8570	0.2367	nan	0.0789	0.7974	0.7584	0.9792
0.0248	109.41	1860	0.9936	0.2927	0.9553	0.9286	0.8521	0.8933	0.9070	0.9819	0.6299	0.7726	0.9893	0.9061	0.2390	nan	0.9830	0.2885	0.8901	0.8463	0.8344	0.8375	0.8853	0.9592	0.6220	0.6224	0.9784	0.8568	0.2365	nan	0.0784	0.7955	0.7570	0.9794
0.0296	110.59	1880	0.9933	0.1561	0.9523	0.9349	0.8549	0.9022	0.8833	0.9830	0.6291	0.7902	0.9888	0.9162	0.2348	nan	0.9831	0.1561	0.8907	0.8562	0.8386	0.8375	0.8652	0.9607	0.6205	0.6305	0.9783	0.8588	0.2331	nan	0.0777	0.7861	0.7469	0.9795
0.0234	111.76	1900	0.9937	0.2764	0.9536	0.9374	0.8559	0.8959	0.9211	0.9791	0.6245	0.7706	0.9896	0.9138	0.2421	nan	0.9828	0.2742	0.8901	0.8577	0.8386	0.8378	0.8941	0.9596	0.6196	0.6235	0.9785	0.8596	0.2400	nan	0.0799	0.7964	0.7582	0.9794
0.0256	112.94	1920	0.9931	0.3415	0.9587	0.9101	0.8473	0.8977	0.9016	0.9780	0.6255	0.7751	0.9892	0.9108	0.2290	nan	0.9830	0.3371	0.8884	0.8634	0.8312	0.8370	0.8852	0.9599	0.6191	0.6203	0.9783	0.8605	0.2273	nan	0.0801	0.7967	0.7608	0.9793
0.022	114.12	1940	0.9933	0.3789	0.9556	0.9383	0.8550	0.8948	0.9147	0.9789	0.6288	0.7992	0.9892	0.9181	0.2431	nan	0.9830	0.3612	0.8901	0.8594	0.8375	0.8357	0.8922	0.9607	0.6224	0.6209	0.9785	0.8616	0.2407	nan	0.0786	0.8068	0.7649	0.9794
0.0235	115.29	1960	0.9932	0.3480	0.9560	0.9251	0.8506	0.8939	0.9053	0.9799	0.6274	0.7836	0.9905	0.9063	0.2364	nan	0.9830	0.3424	0.8901	0.8615	0.8324	0.8352	0.8878	0.9598	0.6207	0.6235	0.9783	0.8597	0.2343	nan	0.0790	0.7997	0.7622	0.9794
0.0292	116.47	1980	0.9939	0.3545	0.9550	0.9267	0.8588	0.8872	0.9186	0.9809	0.6221	0.7914	0.9883	0.9215	0.2433	nan	0.9829	0.3455	0.8907	0.8650	0.8402	0.8341	0.8967	0.9594	0.6182	0.6286	0.9787	0.8614	0.2409	nan	0.0803	0.8032	0.7648	0.9795
0.0252	117.65	2000	0.9940	0.3480	0.9533	0.9367	0.8492	0.8846	0.9283	0.9816	0.6248	0.7847	0.9894	0.9175	0.2436	nan	0.9829	0.3386	0.8908	0.8639	0.8326	0.8315	0.8974	0.9589	0.6189	0.6293	0.9788	0.8600	0.2391	nan	0.0801	0.8027	0.7633	0.9794
0.0266	118.82	2020	0.9924	0.4439	0.9605	0.9216	0.8813	0.9003	0.9196	0.9826	0.6329	0.7891	0.9875	0.9215	0.1686	nan	0.9834	0.4326	0.8888	0.8657	0.8562	0.8397	0.8957	0.9589	0.6227	0.6283	0.9782	0.8601	0.1679	nan	0.0790	0.8078	0.7676	0.9795
0.0257	120.0	2040	0.9935	0.3317	0.9584	0.9307	0.8576	0.8875	0.9198	0.9791	0.6243	0.8030	0.9882	0.9262	0.1780	nan	0.9831	0.3259	0.8903	0.8655	0.8413	0.8344	0.8958	0.9607	0.6169	0.6193	0.9788	0.8634	0.1772	nan	0.0813	0.7983	0.7579	0.9795
0.0246	121.18	2060	0.9937	0.2504	0.9544	0.9303	0.8725	0.8938	0.9228	0.9800	0.6265	0.7641	0.9910	0.9045	0.2586	nan	0.9833	0.2476	0.8922	0.8671	0.8509	0.8386	0.9003	0.9603	0.6180	0.6211	0.9782	0.8594	0.2520	nan	0.0773	0.7956	0.7592	0.9797
0.0273	122.35	2080	0.9939	0.1935	0.9529	0.9174	0.8531	0.8845	0.9048	0.9814	0.6249	0.7741	0.9913	0.9008	0.2092	nan	0.9832	0.1926	0.8896	0.8640	0.8383	0.8356	0.8907	0.9592	0.6192	0.6205	0.9774	0.8581	0.2077	nan	0.0812	0.7832	0.7489	0.9794
0.0209	123.53	2100	0.9933	0.2455	0.9573	0.9207	0.8545	0.9000	0.9154	0.9801	0.6232	0.7778	0.9897	0.9137	0.2016	nan	0.9834	0.2439	0.8904	0.8679	0.8394	0.8419	0.8981	0.9600	0.6177	0.6289	0.9784	0.8627	0.2002	nan	0.0805	0.7902	0.7548	0.9797
0.0233	124.71	2120	0.9930	0.2423	0.9551	0.9354	0.8548	0.9022	0.9183	0.9807	0.6224	0.7888	0.9906	0.9106	0.2290	nan	0.9834	0.2407	0.8903	0.8648	0.8388	0.8394	0.8962	0.9600	0.6161	0.6274	0.9785	0.8623	0.2271	nan	0.0803	0.7941	0.7558	0.9797
0.0206	125.88	2140	0.9938	0.3089	0.9518	0.9177	0.8557	0.8886	0.9249	0.9814	0.6287	0.7948	0.9914	0.9048	0.2116	nan	0.9832	0.3035	0.8902	0.8658	0.8395	0.8396	0.9013	0.9591	0.6217	0.6244	0.9783	0.8598	0.2103	nan	0.0804	0.7965	0.7598	0.9796
0.0252	127.06	2160	0.9933	0.3285	0.9544	0.9381	0.8706	0.8985	0.9303	0.9813	0.6272	0.7816	0.9902	0.9175	0.2381	nan	0.9834	0.3211	0.8908	0.8686	0.8502	0.8415	0.9023	0.9597	0.6207	0.6264	0.9788	0.8633	0.2337	nan	0.0794	0.8038	0.7646	0.9798
0.0274	128.24	2180	0.9935	0.3366	0.9562	0.9205	0.8627	0.8976	0.9170	0.9812	0.6234	0.7904	0.9889	0.9198	0.2291	nan	0.9833	0.3312	0.8904	0.8680	0.8469	0.8408	0.8969	0.9593	0.6176	0.6297	0.9789	0.8639	0.2272	nan	0.0801	0.8013	0.7642	0.9797
0.0254	129.41	2200	0.9936	0.2537	0.9551	0.9270	0.8635	0.8960	0.9123	0.9819	0.6250	0.7929	0.9886	0.9260	0.2223	nan	0.9833	0.2512	0.8911	0.8658	0.8461	0.8386	0.8925	0.9590	0.6188	0.6304	0.9792	0.8636	0.2206	nan	0.0796	0.7952	0.7569	0.9797
0.024	130.59	2220	0.9936	0.1951	0.9572	0.9302	0.8622	0.8970	0.9229	0.9811	0.6275	0.7900	0.9893	0.9206	0.2262	nan	0.9835	0.1942	0.8927	0.8688	0.8467	0.8410	0.8989	0.9612	0.6217	0.6272	0.9791	0.8650	0.2247	nan	0.0783	0.7918	0.7542	0.9800
0.027	131.76	2240	0.9933	0.2813	0.9517	0.9241	0.8712	0.9027	0.9345	0.9833	0.6333	0.7869	0.9902	0.9146	0.2275	nan	0.9834	0.2777	0.8926	0.8661	0.8497	0.8405	0.9018	0.9597	0.6237	0.6262	0.9790	0.8631	0.2257	nan	0.0786	0.7996	0.7607	0.9799
0.0208	132.94	2260	0.9935	0.2358	0.9551	0.9257	0.8583	0.8920	0.9265	0.9821	0.6282	0.8028	0.9903	0.9136	0.2308	nan	0.9833	0.2339	0.8921	0.8694	0.8426	0.8365	0.8995	0.9604	0.6216	0.6271	0.9791	0.8638	0.2291	nan	0.0801	0.7950	0.7568	0.9798
0.0251	134.12	2280	0.9937	0.2894	0.9541	0.9327	0.8687	0.8883	0.9182	0.9822	0.6234	0.7846	0.9905	0.9137	0.2341	nan	0.9833	0.2848	0.8915	0.8688	0.8491	0.8362	0.8970	0.9603	0.6178	0.6223	0.9790	0.8634	0.2323	nan	0.0810	0.7980	0.7604	0.9797
0.0217	135.29	2300	0.9942	0.3285	0.9531	0.9385	0.8568	0.8883	0.9183	0.9803	0.6244	0.7928	0.9904	0.9173	0.2393	nan	0.9833	0.3201	0.8922	0.8765	0.8403	0.8374	0.8983	0.9603	0.6188	0.6297	0.9789	0.8644	0.2366	nan	0.0809	0.8017	0.7644	0.9798
0.0249	136.47	2320	0.9937	0.2976	0.9560	0.9356	0.8588	0.8969	0.8910	0.9818	0.6262	0.7744	0.9887	0.9167	0.2345	nan	0.9833	0.2928	0.8913	0.8725	0.8419	0.8377	0.8746	0.9608	0.6198	0.6203	0.9789	0.8643	0.2324	nan	0.0812	0.7963	0.7593	0.9797
0.0229	137.65	2340	0.9940	0.3398	0.9522	0.9262	0.8622	0.8958	0.9253	0.9809	0.6251	0.7975	0.9905	0.9102	0.2338	nan	0.9834	0.3333	0.8922	0.8732	0.8430	0.8405	0.9013	0.9609	0.6189	0.6253	0.9788	0.8638	0.2321	nan	0.0800	0.8026	0.7651	0.9799
0.0255	138.82	2360	0.9942	0.3220	0.9547	0.9288	0.8616	0.8916	0.9138	0.9814	0.6246	0.7646	0.9898	0.9134	0.2408	nan	0.9832	0.3153	0.8923	0.8761	0.8445	0.8383	0.8958	0.9602	0.6180	0.6198	0.9792	0.8644	0.2385	nan	0.0807	0.7986	0.7635	0.9798
0.025	140.0	2380	0.9932	0.3626	0.9544	0.9285	0.8567	0.8978	0.9276	0.9807	0.6266	0.7963	0.9910	0.9159	0.2400	nan	0.9836	0.3551	0.8904	0.8750	0.8394	0.8405	0.9008	0.9601	0.6177	0.6291	0.9785	0.8647	0.2366	nan	0.0811	0.8055	0.7670	0.9798
0.0203	141.18	2400	0.9937	0.3220	0.9577	0.9230	0.8747	0.8940	0.9281	0.9797	0.6233	0.7675	0.9893	0.9159	0.2408	nan	0.9834	0.3163	0.8907	0.8699	0.8540	0.8388	0.8999	0.9594	0.6165	0.6187	0.9794	0.8643	0.2345	nan	0.0815	0.8007	0.7635	0.9798
0.0245	142.35	2420	0.9939	0.3122	0.9541	0.9387	0.8693	0.8924	0.9261	0.9827	0.6251	0.7980	0.9883	0.9334	0.2442	nan	0.9834	0.3077	0.8928	0.8696	0.8511	0.8393	0.9012	0.9599	0.6196	0.6327	0.9793	0.8639	0.2411	nan	0.0800	0.8045	0.7647	0.9800
0.021	143.53	2440	0.9934	0.3626	0.9557	0.9449	0.8650	0.8963	0.9220	0.9824	0.6284	0.7961	0.9896	0.9210	0.2369	nan	0.9836	0.3562	0.8920	0.8759	0.8457	0.8395	0.8999	0.9591	0.6215	0.6309	0.9794	0.8647	0.2342	nan	0.0797	0.8073	0.7679	0.9799
0.0235	144.71	2460	0.9943	0.2911	0.9581	0.9411	0.8603	0.8844	0.9149	0.9794	0.6232	0.7764	0.9884	0.9207	0.2400	nan	0.9832	0.2869	0.8910	0.8680	0.8450	0.8354	0.8936	0.9600	0.6179	0.6198	0.9793	0.8658	0.2369	nan	0.0825	0.7979	0.7602	0.9797
0.0254	145.88	2480	0.9941	0.2846	0.9532	0.9409	0.8680	0.8930	0.9247	0.9798	0.6242	0.7814	0.9903	0.9162	0.2461	nan	0.9833	0.2809	0.8925	0.8708	0.8467	0.8382	0.9010	0.9607	0.6183	0.6232	0.9792	0.8653	0.2431	nan	0.0812	0.7997	0.7618	0.9799
0.0216	147.06	2500	0.9935	0.2927	0.9526	0.9281	0.8561	0.8995	0.9277	0.9810	0.6235	0.7848	0.9913	0.9075	0.2323	nan	0.9834	0.2903	0.8914	0.8714	0.8393	0.8375	0.9033	0.9601	0.6180	0.6270	0.9788	0.8628	0.2305	nan	0.0810	0.7977	0.7611	0.9798
0.0229	148.24	2520	0.9936	0.3642	0.9542	0.9384	0.8601	0.8935	0.9304	0.9833	0.6248	0.7977	0.9898	0.9155	0.2459	nan	0.9835	0.3544	0.8921	0.8637	0.8429	0.8380	0.8966	0.9593	0.6182	0.6257	0.9792	0.8650	0.2430	nan	0.0810	0.8070	0.7663	0.9798
0.022	149.41	2540	0.9934	0.3138	0.9572	0.9460	0.8611	0.8924	0.9241	0.9815	0.6235	0.7865	0.9897	0.9176	0.2397	nan	0.9835	0.3030	0.8909	0.8671	0.8420	0.8378	0.8953	0.9597	0.6182	0.6212	0.9792	0.8652	0.2377	nan	0.0817	0.8020	0.7616	0.9798
0.0235	150.59	2560	0.9938	0.2667	0.9539	0.9397	0.8590	0.8940	0.9200	0.9818	0.6240	0.7736	0.9897	0.9229	0.2428	nan	0.9834	0.2641	0.8916	0.8688	0.8425	0.8378	0.8992	0.9601	0.6176	0.6177	0.9790	0.8660	0.2402	nan	0.0817	0.7971	0.7591	0.9798
0.0224	151.76	2580	0.9938	0.3561	0.9555	0.9403	0.8661	0.8892	0.9244	0.9814	0.6238	0.7724	0.9899	0.9214	0.2453	nan	0.9834	0.3471	0.8912	0.8688	0.8470	0.8374	0.8984	0.9600	0.6176	0.6209	0.9793	0.8658	0.2398	nan	0.0820	0.8046	0.7659	0.9798
0.0205	152.94	2600	0.9939	0.2943	0.9546	0.9375	0.8547	0.8966	0.9193	0.9801	0.6246	0.7738	0.9904	0.9152	0.2378	nan	0.9835	0.2896	0.8918	0.8715	0.8392	0.8383	0.8984	0.9611	0.6185	0.6206	0.9793	0.8657	0.2359	nan	0.0810	0.7979	0.7610	0.9799
0.0197	154.12	2620	0.9929	0.3382	0.9570	0.9462	0.8656	0.9036	0.9324	0.9828	0.6258	0.7921	0.9891	0.9219	0.2389	nan	0.9836	0.3323	0.8919	0.8674	0.8475	0.8405	0.9058	0.9604	0.6171	0.6255	0.9794	0.8656	0.2358	nan	0.0808	0.8067	0.7656	0.9799
0.0209	155.29	2640	0.9943	0.2423	0.9555	0.9340	0.8575	0.8939	0.9254	0.9817	0.6240	0.7638	0.9886	0.9252	0.2443	nan	0.9835	0.2399	0.8926	0.8723	0.8421	0.8398	0.9027	0.9610	0.6175	0.6173	0.9793	0.8657	0.2419	nan	0.0812	0.7946	0.7581	0.9800
0.0203	156.47	2660	0.9940	0.3496	0.9558	0.9387	0.8629	0.8939	0.9251	0.9808	0.6245	0.7735	0.9892	0.9231	0.2499	nan	0.9834	0.3429	0.8926	0.8695	0.8463	0.8400	0.9050	0.9608	0.6177	0.6220	0.9796	0.8664	0.2460	nan	0.0809	0.8047	0.7671	0.9800
0.0225	157.65	2680	0.9938	0.3203	0.9571	0.9292	0.8643	0.8980	0.9265	0.9810	0.6220	0.7662	0.9885	0.9237	0.2427	nan	0.9836	0.3152	0.8912	0.8653	0.8467	0.8419	0.9053	0.9602	0.6169	0.6222	0.9794	0.8654	0.2388	nan	0.0808	0.8010	0.7640	0.9800
0.0269	158.82	2700	0.9943	0.2553	0.9558	0.9247	0.8603	0.8894	0.9212	0.9807	0.6250	0.7761	0.9899	0.9177	0.2444	nan	0.9834	0.2516	0.8928	0.8697	0.8439	0.8390	0.9014	0.9609	0.6184	0.6272	0.9795	0.8653	0.2418	nan	0.0806	0.7950	0.7596	0.9800
0.0204	160.0	2720	0.9940	0.3480	0.9543	0.9310	0.8668	0.8949	0.9281	0.9816	0.6257	0.7981	0.9892	0.9248	0.2527	nan	0.9835	0.3391	0.8932	0.8665	0.8497	0.8404	0.9049	0.9605	0.6187	0.6308	0.9796	0.8656	0.2475	nan	0.0805	0.8069	0.7677	0.9801
0.0188	161.18	2740	0.9934	0.3659	0.9579	0.9386	0.8677	0.8992	0.9274	0.9823	0.6255	0.7694	0.9896	0.9168	0.2531	nan	0.9837	0.3571	0.8920	0.8709	0.8494	0.8420	0.9019	0.9608	0.6191	0.6213	0.9794	0.8654	0.2484	nan	0.0801	0.8067	0.7686	0.9801
0.0218	162.35	2760	0.9936	0.3577	0.9578	0.9321	0.8665	0.9000	0.9290	0.9800	0.6247	0.7756	0.9894	0.9216	0.2515	nan	0.9837	0.3514	0.8919	0.8732	0.8478	0.8421	0.9041	0.9609	0.6183	0.6240	0.9795	0.8674	0.2469	nan	0.0805	0.8061	0.7686	0.9801
0.0203	163.53	2780	0.9931	0.3268	0.9580	0.9177	0.8569	0.9023	0.9230	0.9822	0.6227	0.7698	0.9898	0.9155	0.2411	nan	0.9836	0.3216	0.8910	0.8713	0.8405	0.8406	0.9018	0.9599	0.6167	0.6242	0.9795	0.8664	0.2384	nan	0.0815	0.7999	0.7643	0.9799
0.0229	164.71	2800	0.9933	0.3301	0.9548	0.9399	0.8574	0.9024	0.9303	0.9801	0.6251	0.7891	0.9912	0.9162	0.2512	nan	0.9836	0.3248	0.8924	0.8793	0.8401	0.8410	0.9061	0.9611	0.6190	0.6316	0.9792	0.8669	0.2481	nan	0.0805	0.8047	0.7672	0.9801
0.0189	165.88	2820	0.9940	0.3350	0.9556	0.9351	0.8622	0.8921	0.9278	0.9821	0.6248	0.7816	0.9890	0.9258	0.2524	nan	0.9835	0.3285	0.8930	0.8755	0.8450	0.8390	0.9041	0.9605	0.6187	0.6255	0.9795	0.8665	0.2472	nan	0.0816	0.8044	0.7667	0.9800
0.0235	167.06	2840	0.9933	0.3772	0.9555	0.9379	0.8622	0.9032	0.9265	0.9822	0.6231	0.7864	0.9899	0.9224	0.2539	nan	0.9837	0.3700	0.8925	0.8772	0.8443	0.8412	0.9049	0.9603	0.6176	0.6272	0.9795	0.8669	0.2486	nan	0.0809	0.8087	0.7703	0.9801
0.0218	168.24	2860	0.9935	0.3350	0.9582	0.9314	0.8572	0.8961	0.9207	0.9809	0.6220	0.7770	0.9906	0.9125	0.2426	nan	0.9837	0.3291	0.8914	0.8749	0.8395	0.8412	0.9003	0.9613	0.6170	0.6243	0.9792	0.8658	0.2400	nan	0.0825	0.8013	0.7652	0.9800
0.0225	169.41	2880	0.9941	0.3089	0.9553	0.9303	0.8597	0.8913	0.9232	0.9819	0.6236	0.7837	0.9896	0.9214	0.2450	nan	0.9835	0.304	0.8928	0.8759	0.8426	0.8392	0.9029	0.9611	0.6185	0.6286	0.9794	0.8665	0.2414	nan	0.0818	0.8006	0.7643	0.9800
0.0204	170.59	2900	0.9937	0.3870	0.9557	0.9338	0.8589	0.8986	0.9322	0.9815	0.6253	0.7736	0.9902	0.9196	0.2531	nan	0.9837	0.3766	0.8928	0.8770	0.8424	0.8412	0.9061	0.9611	0.6192	0.6238	0.9793	0.8667	0.2497	nan	0.0808	0.8079	0.7707	0.9801
0.0184	171.76	2920	0.9939	0.3577	0.9575	0.9346	0.8621	0.8910	0.9337	0.9813	0.6253	0.7793	0.9892	0.9239	0.2545	nan	0.9836	0.3487	0.8927	0.8715	0.8450	0.8385	0.9022	0.9612	0.6189	0.6238	0.9795	0.8668	0.2488	nan	0.0817	0.8065	0.7678	0.9800
0.0234	172.94	2940	0.9938	0.3301	0.9576	0.9343	0.8640	0.8945	0.9314	0.9801	0.6259	0.7919	0.9890	0.9268	0.2530	nan	0.9837	0.3232	0.8928	0.8738	0.8453	0.8400	0.9008	0.9615	0.6194	0.6259	0.9794	0.8671	0.2474	nan	0.0814	0.8056	0.7662	0.9801
0.0213	174.12	2960	0.9934	0.3528	0.9570	0.9312	0.8599	0.9020	0.9337	0.9818	0.6259	0.7751	0.9894	0.9218	0.2475	nan	0.9837	0.3461	0.8921	0.8755	0.8432	0.8416	0.9035	0.9609	0.6192	0.6199	0.9796	0.8672	0.2440	nan	0.0815	0.8055	0.7674	0.9801
0.0182	175.29	2980	0.9934	0.3610	0.9574	0.9413	0.8613	0.8957	0.9366	0.9802	0.6249	0.7775	0.9902	0.9251	0.2460	nan	0.9836	0.3535	0.8918	0.8758	0.8435	0.8402	0.9023	0.9612	0.6179	0.6216	0.9794	0.8677	0.2437	nan	0.0820	0.8070	0.7679	0.9800
0.0203	176.47	3000	0.9934	0.3236	0.9573	0.9337	0.8583	0.8992	0.9322	0.9811	0.6247	0.7840	0.9893	0.9246	0.2318	nan	0.9836	0.3184	0.8917	0.8729	0.8421	0.8399	0.9037	0.9607	0.6183	0.6227	0.9795	0.8674	0.2303	nan	0.0825	0.8026	0.7639	0.9800
0.024	177.65	3020	0.9938	0.3236	0.9539	0.9346	0.8584	0.8971	0.9300	0.9825	0.6259	0.7842	0.9899	0.9241	0.2416	nan	0.9837	0.3179	0.8926	0.8711	0.8415	0.8404	0.9034	0.9607	0.6197	0.6244	0.9794	0.8673	0.2400	nan	0.0821	0.8030	0.7648	0.9800
0.0182	178.82	3040	0.9933	0.3740	0.9574	0.9400	0.8569	0.9011	0.9271	0.9818	0.6261	0.7775	0.9900	0.9205	0.2384	nan	0.9838	0.3668	0.8916	0.8713	0.8399	0.8421	0.9023	0.9607	0.6196	0.6247	0.9794	0.8675	0.2366	nan	0.0814	0.8065	0.7682	0.9801
0.0227	180.0	3060	0.9932	0.3447	0.9574	0.9368	0.8584	0.9025	0.9287	0.9817	0.6249	0.7810	0.9896	0.9228	0.2408	nan	0.9838	0.3387	0.8918	0.8728	0.8409	0.8411	0.9050	0.9605	0.6186	0.6261	0.9795	0.8672	0.2391	nan	0.0813	0.8048	0.7665	0.9800
0.0198	181.18	3080	0.9940	0.3593	0.9564	0.9417	0.8583	0.8938	0.9340	0.9814	0.6248	0.7771	0.9889	0.9282	0.2478	nan	0.9837	0.3508	0.8918	0.8712	0.8429	0.8406	0.9037	0.9606	0.6177	0.6240	0.9794	0.8673	0.2456	nan	0.0816	0.8066	0.7676	0.9800
0.0249	182.35	3100	0.9939	0.3122	0.9550	0.9416	0.8634	0.8990	0.9334	0.9814	0.6256	0.7774	0.9899	0.9186	0.2534	nan	0.9838	0.3062	0.8929	0.8700	0.8448	0.8416	0.9050	0.9611	0.6180	0.6212	0.9795	0.8677	0.2501	nan	0.0812	0.8034	0.7648	0.9801
0.0201	183.53	3120	0.9934	0.3008	0.9578	0.9378	0.8544	0.8992	0.9277	0.9808	0.6233	0.7769	0.9899	0.9199	0.2465	nan	0.9838	0.2955	0.8920	0.8724	0.8382	0.8405	0.9022	0.9609	0.6166	0.6208	0.9794	0.8678	0.2438	nan	0.0822	0.8007	0.7626	0.9800
0.0262	184.71	3140	0.9936	0.3382	0.9554	0.9305	0.8554	0.8991	0.9308	0.9814	0.6254	0.7831	0.9905	0.9193	0.2475	nan	0.9838	0.3323	0.8927	0.8766	0.8390	0.8408	0.9037	0.9610	0.6180	0.6240	0.9794	0.8674	0.2455	nan	0.0807	0.8039	0.7665	0.9801

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

Task: Image Segmentation
Library: transformers
Type: segformer
License: other
Created: Dec 9, 2023
Updated: Dec 9, 2023