segformer-b0-finetuned-metallography_DsD

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

Loss: 0.0098
Mean Iou: 0.7776
Mean Accuracy: 0.9408
Overall Accuracy: 0.9964
Accuracy Background: nan
Accuracy Haz: 0.9988
Accuracy Matrix: 0.9898
Accuracy Porosity: 0.7354
Accuracy Carbides: 0.9836
Accuracy Substrate: 0.9964
Iou Background: 0.0
Iou Haz: 0.9955
Iou Matrix: 0.9834
Iou Porosity: 0.7211
Iou Carbides: 0.9701
Iou Substrate: 0.9958

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: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Background	Accuracy Haz	Accuracy Matrix	Accuracy Porosity	Accuracy Carbides	Accuracy Substrate	Iou Haz	Iou Matrix	Iou Porosity	Iou Carbides	Iou Substrate
0.7209	1.0	51	0.6682	0.5256	0.7044	0.9030	nan	0.8699	0.8327	0.0	0.8678	0.9514	0.8294	0.7768	0.0	0.7032	0.8443
1.4093	2.0	102	0.2657	0.5611	0.7335	0.9311	nan	0.9662	0.8930	0.0	0.9019	0.9062	0.8850	0.8311	0.0	0.7687	0.8817
0.9155	3.0	153	0.1864	0.5953	0.7517	0.9693	nan	0.9805	0.8839	0.0	0.9160	0.9781	0.9689	0.8464	0.0	0.7939	0.9630
0.3341	4.0	204	0.2552	0.5504	0.7211	0.9055	nan	0.8115	0.9637	0.0	0.8354	0.9951	0.8114	0.8481	0.0	0.7969	0.8457
1.2962	5.0	255	0.1440	0.5972	0.7557	0.9502	nan	0.9799	0.9536	0.0	0.9215	0.9237	0.9133	0.8893	0.0	0.8691	0.9116
0.2192	6.0	306	0.1508	0.5922	0.7501	0.9419	nan	0.9942	0.9630	0.0	0.9023	0.8910	0.8980	0.8990	0.0	0.8663	0.8896
0.2611	7.0	357	0.2066	0.5832	0.7455	0.9208	nan	0.9948	0.9746	0.0	0.9182	0.8397	0.8581	0.9150	0.0	0.8875	0.8389
0.8527	8.0	408	0.1655	0.5897	0.7468	0.9309	nan	0.9971	0.9667	0.0	0.9078	0.8623	0.8772	0.9184	0.0	0.8806	0.8617
0.089	9.0	459	0.1230	0.6069	0.7590	0.9514	nan	0.9941	0.9714	0.0	0.9201	0.9094	0.9151	0.9263	0.0	0.8934	0.9066
0.6307	10.0	510	0.0513	0.6261	0.7701	0.9831	nan	0.9972	0.9771	0.0	0.8978	0.9787	0.9778	0.9244	0.0	0.8772	0.9770
0.2719	11.0	561	0.0487	0.6306	0.7748	0.9836	nan	0.9837	0.9674	0.0	0.9309	0.9917	0.9794	0.9270	0.0	0.8974	0.9797
0.3292	12.0	612	0.0497	0.6297	0.7740	0.9817	nan	0.9931	0.9808	0.0	0.9190	0.9768	0.9738	0.9320	0.0	0.8974	0.9749
0.2647	13.0	663	0.0369	0.6354	0.7800	0.9871	nan	0.9976	0.9631	0.0	0.9550	0.9844	0.9829	0.9405	0.0	0.9064	0.9825
0.1314	14.0	714	0.0428	0.6298	0.7731	0.9837	nan	0.9812	0.9828	0.0	0.9075	0.9939	0.9788	0.9299	0.0	0.8898	0.9805
0.2614	15.0	765	0.0333	0.6385	0.7817	0.9883	nan	0.9879	0.9656	0.0	0.9593	0.9957	0.9848	0.9451	0.0	0.9151	0.9857
0.2724	16.0	816	0.0333	0.6345	0.7773	0.9879	nan	0.9968	0.9859	0.0	0.9172	0.9865	0.9833	0.9371	0.0	0.9019	0.9849
0.3021	17.0	867	0.0313	0.6406	0.7829	0.9891	nan	0.9861	0.9781	0.0	0.9525	0.9979	0.9840	0.9490	0.0	0.9248	0.9855
0.2059	18.0	918	0.0505	0.6317	0.7767	0.9782	nan	0.9946	0.9819	0.0	0.9415	0.9654	0.9623	0.9454	0.0	0.9201	0.9622
0.0746	19.0	969	0.0321	0.6301	0.7724	0.9871	nan	0.9956	0.9888	0.0	0.8898	0.9879	0.9854	0.9291	0.0	0.8809	0.9851
0.0623	20.0	1020	0.0280	0.6412	0.7831	0.9897	nan	0.9969	0.9790	0.0	0.9510	0.9885	0.9854	0.9491	0.0	0.9257	0.9868
0.1483	21.0	1071	0.0249	0.6430	0.7850	0.9915	nan	0.9935	0.9783	0.0	0.9576	0.9954	0.9889	0.9506	0.0	0.9282	0.9903
0.113	22.0	1122	0.0290	0.6426	0.7854	0.9889	nan	0.9981	0.9733	0.0	0.9709	0.9849	0.9829	0.9540	0.0	0.9348	0.9840
0.1535	23.0	1173	0.0251	0.6423	0.7841	0.9900	nan	0.9927	0.9800	0.0	0.9547	0.9930	0.9871	0.9491	0.0	0.9291	0.9884
0.1869	24.0	1224	0.0227	0.6430	0.7837	0.9917	nan	0.9933	0.9864	0.0	0.9429	0.9962	0.9894	0.9521	0.0	0.9263	0.9904
0.2206	25.0	1275	0.1036	0.6044	0.7586	0.9360	nan	0.8647	0.9664	0.0	0.9627	0.9991	0.8629	0.9497	0.0	0.9321	0.8819
0.1556	26.0	1326	0.0234	0.6424	0.7824	0.9898	nan	0.9883	0.9759	0.0	0.9500	0.9979	0.9863	0.9532	0.0	0.9273	0.9872
0.0607	27.0	1377	0.0197	0.6463	0.7873	0.9918	nan	0.9949	0.9729	0.0	0.9745	0.9942	0.9904	0.9570	0.0	0.9402	0.9902
0.0339	28.0	1428	0.0198	0.6458	0.7855	0.9921	nan	0.9958	0.9819	0.0	0.9555	0.9941	0.9903	0.9558	0.0	0.9380	0.9910
2.2499	29.0	1479	0.0183	0.6469	0.7871	0.9921	nan	0.9929	0.9814	0.0	0.9651	0.9962	0.9898	0.9608	0.0	0.9408	0.9899
0.4715	30.0	1530	0.0190	0.6455	0.7857	0.9920	nan	0.9938	0.9826	0.0	0.9564	0.9957	0.9900	0.9560	0.0	0.9366	0.9906
0.0608	31.0	1581	0.0212	0.6456	0.7862	0.9909	nan	0.9987	0.9727	0.0	0.9704	0.9889	0.9871	0.9568	0.0	0.9415	0.9882
0.1146	32.0	1632	0.0206	0.6433	0.7829	0.9916	nan	0.9979	0.9835	0.0	0.9411	0.9920	0.9899	0.9519	0.0	0.9274	0.9910
0.0259	33.0	1683	0.0188	0.6474	0.7878	0.9924	nan	0.9979	0.9856	0.0	0.9640	0.9915	0.9895	0.9616	0.0	0.9427	0.9904
0.0286	34.0	1734	0.0227	0.6461	0.7864	0.9908	nan	0.9880	0.9794	0.0	0.9663	0.9983	0.9858	0.9599	0.0	0.9437	0.9873
0.0427	35.0	1785	0.0182	0.6472	0.7873	0.9923	nan	0.9972	0.9784	0.0	0.9684	0.9926	0.9911	0.9594	0.0	0.9419	0.9908
0.0419	36.0	1836	0.0230	0.6469	0.7878	0.9908	nan	0.9981	0.9761	0.0	0.9767	0.9881	0.9866	0.9611	0.0	0.9465	0.9871
0.1356	37.0	1887	0.0187	0.6467	0.7861	0.9920	nan	0.9971	0.9813	0.0	0.9598	0.9924	0.9898	0.9588	0.0	0.9413	0.9903
0.033	38.0	1938	0.0176	0.6471	0.7870	0.9921	nan	0.9910	0.9828	0.0	0.9633	0.9980	0.9889	0.9607	0.0	0.9432	0.9900
0.0526	39.0	1989	0.0163	0.6473	0.7863	0.9928	nan	0.9960	0.9817	0.0	0.9582	0.9954	0.9911	0.9587	0.0	0.9419	0.9923
0.0214	40.0	2040	0.0195	0.6465	0.7859	0.9916	nan	0.9934	0.9780	0.0	0.9628	0.9954	0.9896	0.9571	0.0	0.9416	0.9907
0.2675	41.0	2091	0.0141	0.6505	0.7904	0.9943	nan	0.9956	0.9844	0.0	0.9750	0.9970	0.9925	0.9684	0.0	0.9486	0.9934
0.0297	42.0	2142	0.0211	0.6468	0.7860	0.9907	nan	0.9898	0.9777	0.0	0.9658	0.9968	0.9876	0.9587	0.0	0.9463	0.9880
0.0154	43.0	2193	0.0156	0.6478	0.7865	0.9932	nan	0.9943	0.9878	0.0	0.9533	0.9973	0.9916	0.9600	0.0	0.9424	0.9929
0.0186	44.0	2244	0.0153	0.6503	0.7897	0.9935	nan	0.9932	0.9853	0.0	0.9719	0.9978	0.9907	0.9680	0.0	0.9513	0.9918
0.0103	45.0	2295	0.0183	0.6487	0.7881	0.9927	nan	0.9968	0.9809	0.0	0.9695	0.9934	0.9900	0.9625	0.0	0.9486	0.9911
0.0469	46.0	2346	0.0174	0.6488	0.7887	0.9927	nan	0.9931	0.9777	0.0	0.9755	0.9971	0.9903	0.9625	0.0	0.9486	0.9913
0.0448	47.0	2397	0.0182	0.6491	0.7885	0.9928	nan	0.9936	0.9769	0.0	0.9751	0.9969	0.9902	0.9632	0.0	0.9499	0.9912
0.0256	48.0	2448	0.0154	0.6490	0.7877	0.9936	nan	0.9964	0.9808	0.0	0.9648	0.9963	0.9927	0.9632	0.0	0.9440	0.9939
0.018	49.0	2499	0.0178	0.6489	0.7875	0.9933	nan	0.9962	0.9785	0.0	0.9670	0.9960	0.9921	0.9619	0.0	0.9455	0.9937
0.0659	50.0	2550	0.0185	0.6476	0.7860	0.9927	nan	0.9971	0.9859	0.0	0.9533	0.9938	0.9907	0.9604	0.0	0.9426	0.9919
0.0098	51.0	2601	0.0150	0.6503	0.7890	0.9934	nan	0.9964	0.9801	0.0	0.9734	0.9953	0.9922	0.9645	0.0	0.9523	0.9928
0.0241	52.0	2652	0.0159	0.6505	0.7899	0.9936	nan	0.9956	0.9786	0.0	0.9792	0.9961	0.9916	0.9652	0.0	0.9535	0.9924
0.0205	53.0	2703	0.0210	0.6476	0.7859	0.9913	nan	0.9984	0.9850	0.0	0.9569	0.9892	0.9886	0.9622	0.0	0.9459	0.9888
0.0615	54.0	2754	0.0163	0.6493	0.7878	0.9932	nan	0.9961	0.9826	0.0	0.9651	0.9953	0.9924	0.9637	0.0	0.9472	0.9926
0.0344	55.0	2805	0.0149	0.6498	0.7885	0.9936	nan	0.9945	0.9798	0.0	0.9701	0.9979	0.9921	0.9632	0.0	0.9500	0.9933
0.0124	56.0	2856	0.0150	0.6502	0.7887	0.9932	nan	0.9974	0.9872	0.0	0.9654	0.9933	0.9918	0.9654	0.0	0.9519	0.9922
0.3995	57.0	2907	0.0182	0.6476	0.7859	0.9926	nan	0.9972	0.9834	0.0	0.9551	0.9937	0.9923	0.9604	0.0	0.9404	0.9924
0.0074	58.0	2958	0.0150	0.6507	0.7893	0.9936	nan	0.9955	0.9834	0.0	0.9713	0.9962	0.9920	0.9654	0.0	0.9538	0.9931
1.7291	59.0	3009	0.0151	0.6512	0.7898	0.9938	nan	0.9955	0.9830	0.0	0.9740	0.9964	0.9922	0.9673	0.0	0.9549	0.9926
0.0314	60.0	3060	0.0150	0.6502	0.7881	0.9937	nan	0.9974	0.9828	0.0	0.9650	0.9951	0.9931	0.9661	0.0	0.9487	0.9932
0.0117	61.0	3111	0.0141	0.6489	0.7869	0.9936	nan	0.9947	0.9912	0.0	0.9510	0.9975	0.9927	0.9633	0.0	0.9433	0.9939
0.0083	62.0	3162	0.0145	0.6500	0.7873	0.9941	nan	0.9976	0.9859	0.0	0.9568	0.9962	0.9938	0.9641	0.0	0.9470	0.9949
0.0281	63.0	3213	0.0150	0.6511	0.7896	0.9937	nan	0.9967	0.9792	0.0	0.9765	0.9954	0.9920	0.9659	0.0	0.9558	0.9930
0.0078	64.0	3264	0.0128	0.6520	0.7898	0.9944	nan	0.9979	0.9850	0.0	0.9710	0.9953	0.9930	0.9674	0.0	0.9575	0.9940
0.021	65.0	3315	0.0134	0.6516	0.7900	0.9940	nan	0.9969	0.9854	0.0	0.9727	0.9951	0.9929	0.9671	0.0	0.9567	0.9931
0.0951	66.0	3366	0.0135	0.6514	0.7893	0.9938	nan	0.9950	0.9840	0.0	0.9706	0.9971	0.9924	0.9672	0.0	0.9557	0.9932
0.0587	67.0	3417	0.0125	0.6522	0.7896	0.9945	nan	0.9974	0.9849	0.0	0.9698	0.9961	0.9938	0.9674	0.0	0.9576	0.9943
0.0079	68.0	3468	0.0191	0.6507	0.7887	0.9921	nan	0.9965	0.9816	0.0	0.9734	0.9920	0.9893	0.9678	0.0	0.9578	0.9896
0.0304	69.0	3519	0.0159	0.6519	0.7900	0.9939	nan	0.9974	0.9922	0.0	0.9665	0.9939	0.9913	0.9718	0.0	0.9564	0.9920
0.1252	70.0	3570	0.0124	0.6524	0.7914	0.9944	nan	0.9948	0.9798	0.0	0.9844	0.9980	0.9930	0.9682	0.0	0.9592	0.9939
0.0142	71.0	3621	0.0129	0.6524	0.7903	0.9942	nan	0.9975	0.9844	0.0	0.9744	0.9951	0.9927	0.9683	0.0	0.9596	0.9936
0.0232	72.0	3672	0.0143	0.6511	0.7887	0.9936	nan	0.9946	0.9872	0.0	0.9647	0.9969	0.9927	0.9680	0.0	0.9530	0.9931
0.0104	73.0	3723	0.0132	0.6527	0.7902	0.9944	nan	0.9954	0.9922	0.0	0.9665	0.9970	0.9925	0.9731	0.0	0.9571	0.9932
0.0139	74.0	3774	0.0129	0.6522	0.7898	0.9943	nan	0.9947	0.9916	0.0	0.9653	0.9975	0.9927	0.9711	0.0	0.9559	0.9934
0.0204	75.0	3825	0.0120	0.6534	0.7916	0.9946	nan	0.9952	0.9853	0.0	0.9802	0.9976	0.9930	0.9735	0.0	0.9603	0.9938
0.0133	76.0	3876	0.0122	0.6530	0.7915	0.9946	nan	0.9965	0.9824	0.0	0.9824	0.9965	0.9933	0.9729	0.0	0.9577	0.9943
0.0035	77.0	3927	0.0127	0.6536	0.7917	0.9946	nan	0.9982	0.9890	0.0	0.9768	0.9943	0.9932	0.9744	0.0	0.9606	0.9935
0.0062	78.0	3978	0.0130	0.6516	0.7891	0.9945	nan	0.9962	0.9923	0.0	0.9603	0.9970	0.9935	0.9681	0.0	0.9537	0.9942
0.0078	79.0	4029	0.0113	0.6538	0.7915	0.9948	nan	0.9963	0.9859	0.0	0.9782	0.9971	0.9935	0.9736	0.0	0.9617	0.9944
0.0109	80.0	4080	0.0118	0.6537	0.7909	0.9948	nan	0.9964	0.9878	0.0	0.9736	0.9968	0.9932	0.9726	0.0	0.9622	0.9940
0.0093	81.0	4131	0.0103	0.6572	0.7955	0.9955	nan	0.9968	0.9871	0.0146	0.9814	0.9974	0.9941	0.9756	0.0146	0.9641	0.9951
0.0062	82.0	4182	0.0120	0.6546	0.7923	0.9947	nan	0.9978	0.9906	0.0113	0.9663	0.9955	0.9936	0.9718	0.0113	0.9565	0.9944
0.0043	83.0	4233	0.0112	0.6537	0.7909	0.9948	nan	0.9967	0.9877	0.0	0.9733	0.9968	0.9942	0.9727	0.0	0.9603	0.9947
0.0323	84.0	4284	0.0121	0.6552	0.7931	0.9948	nan	0.9976	0.9884	0.0086	0.9753	0.9955	0.9933	0.9727	0.0086	0.9626	0.9940
0.1722	85.0	4335	0.0120	0.6605	0.7995	0.9946	nan	0.9957	0.9832	0.0405	0.9807	0.9972	0.9932	0.9724	0.0405	0.9629	0.9941
0.0109	86.0	4386	0.0115	0.6565	0.7945	0.9948	nan	0.9973	0.9938	0.0232	0.9622	0.9960	0.9937	0.9716	0.0232	0.9562	0.9945
0.0186	87.0	4437	0.0115	0.6596	0.7989	0.9949	nan	0.9971	0.9854	0.0325	0.9834	0.9961	0.9934	0.9737	0.0325	0.9640	0.9943
1.8666	88.0	4488	0.0137	0.6533	0.7912	0.9944	nan	0.9976	0.9817	0.0	0.9815	0.9952	0.9933	0.9714	0.0	0.9613	0.9938
0.1156	89.0	4539	0.0118	0.6896	0.8341	0.9951	nan	0.9969	0.9910	0.2095	0.9766	0.9962	0.9932	0.9762	0.2095	0.9649	0.9939
0.0732	90.0	4590	0.0113	0.6999	0.8460	0.9954	nan	0.9977	0.9918	0.2725	0.9715	0.9964	0.9938	0.9759	0.2725	0.9627	0.9946
0.0832	91.0	4641	0.0115	0.6597	0.7980	0.9948	nan	0.9979	0.9815	0.0338	0.9809	0.9958	0.9940	0.9715	0.0338	0.9646	0.9944
0.3252	92.0	4692	0.0111	0.6567	0.7946	0.9951	nan	0.9962	0.9907	0.0119	0.9768	0.9971	0.9941	0.9754	0.0119	0.9644	0.9944
0.0169	93.0	4743	0.0105	0.6614	0.7998	0.9957	nan	0.9982	0.9875	0.0351	0.9818	0.9965	0.9944	0.9773	0.0351	0.9663	0.9951
0.0133	94.0	4794	0.0116	0.6842	0.8275	0.9952	nan	0.9981	0.9878	0.1777	0.9780	0.9957	0.9942	0.9760	0.1777	0.9624	0.9946
0.0025	95.0	4845	0.0110	0.6761	0.8181	0.9951	nan	0.9975	0.9850	0.1306	0.9812	0.9964	0.9943	0.9754	0.1306	0.9614	0.9950
0.0074	96.0	4896	0.0152	0.6789	0.8223	0.9942	nan	0.9976	0.9791	0.1598	0.9795	0.9953	0.9942	0.9723	0.1598	0.9530	0.9941
0.0291	97.0	4947	0.0128	0.6869	0.8302	0.9950	nan	0.9977	0.9891	0.1969	0.9714	0.9960	0.9941	0.9766	0.1969	0.9590	0.9948
0.0079	98.0	4998	0.0114	0.6978	0.8432	0.9952	nan	0.9979	0.9887	0.2613	0.9720	0.9963	0.9944	0.9754	0.2613	0.9605	0.9950
0.0074	99.0	5049	0.0115	0.6984	0.8440	0.9952	nan	0.9986	0.9917	0.2653	0.9692	0.9953	0.9940	0.9762	0.2653	0.9600	0.9947
0.0097	100.0	5100	0.0100	0.7027	0.8494	0.9958	nan	0.9979	0.9867	0.2851	0.9803	0.9971	0.9950	0.9776	0.2851	0.9630	0.9955
0.0057	101.0	5151	0.0112	0.7330	0.8858	0.9956	nan	0.9981	0.9892	0.4675	0.9780	0.9962	0.9944	0.9782	0.4675	0.9631	0.9949
0.0043	102.0	5202	0.0118	0.7307	0.8827	0.9953	nan	0.9970	0.9916	0.4569	0.9714	0.9968	0.9938	0.9778	0.4569	0.9609	0.9946
0.0042	103.0	5253	0.0113	0.7269	0.8793	0.9954	nan	0.9969	0.9859	0.4337	0.9828	0.9970	0.9942	0.9772	0.4337	0.9615	0.9946
0.0078	104.0	5304	0.0104	0.7372	0.8907	0.9957	nan	0.9965	0.9937	0.4934	0.9722	0.9976	0.9944	0.9773	0.4930	0.9637	0.9950
0.0023	105.0	5355	0.0117	0.7332	0.8858	0.9955	nan	0.9981	0.9912	0.4662	0.9779	0.9956	0.9942	0.9784	0.4662	0.9660	0.9946
0.005	106.0	5406	0.0114	0.7419	0.8969	0.9954	nan	0.9980	0.9863	0.5219	0.9826	0.9959	0.9940	0.9778	0.5219	0.9628	0.9946
0.0296	107.0	5457	0.0106	0.7409	0.8950	0.9955	nan	0.9973	0.9897	0.5153	0.9761	0.9967	0.9943	0.9775	0.5153	0.9635	0.9948
0.0232	108.0	5508	0.0126	0.7398	0.8939	0.9951	nan	0.9958	0.9907	0.5073	0.9790	0.9970	0.9929	0.9785	0.5073	0.9664	0.9937
0.0087	109.0	5559	0.0097	0.7310	0.8832	0.9959	nan	0.9975	0.9895	0.4516	0.9804	0.9972	0.9951	0.9773	0.4516	0.9662	0.9958
0.0214	110.0	5610	0.0104	0.7548	0.9114	0.9958	nan	0.9965	0.9887	0.5928	0.9807	0.9980	0.9943	0.9789	0.5924	0.9679	0.9950
0.0065	111.0	5661	0.0121	0.7468	0.9019	0.9953	nan	0.9963	0.9879	0.5531	0.9744	0.9977	0.9941	0.9778	0.5527	0.9614	0.9947
0.0113	112.0	5712	0.0120	0.7374	0.8907	0.9954	nan	0.9965	0.9911	0.4960	0.9724	0.9973	0.9942	0.9785	0.4960	0.9609	0.9947
0.0089	113.0	5763	0.0107	0.7422	0.8963	0.9957	nan	0.9978	0.9889	0.5199	0.9781	0.9967	0.9946	0.9791	0.5199	0.9648	0.9950
0.003	114.0	5814	0.0120	0.7389	0.8924	0.9954	nan	0.9981	0.9910	0.5013	0.9763	0.9954	0.9937	0.9797	0.5013	0.9646	0.9943
0.0182	115.0	5865	0.0103	0.7472	0.9025	0.9957	nan	0.9969	0.9895	0.5504	0.9784	0.9976	0.9946	0.9791	0.5500	0.9642	0.9952
0.0028	116.0	5916	0.0119	0.7433	0.8982	0.9954	nan	0.9973	0.9851	0.5292	0.9829	0.9967	0.9946	0.9776	0.5292	0.9635	0.9949
0.0286	117.0	5967	0.0104	0.7594	0.9168	0.9956	nan	0.9973	0.9893	0.6247	0.9756	0.9971	0.9948	0.9783	0.6238	0.9642	0.9953
0.0052	118.0	6018	0.0126	0.7492	0.9048	0.9955	nan	0.9982	0.9872	0.5656	0.9766	0.9962	0.9948	0.9790	0.5653	0.9610	0.9951
0.0057	119.0	6069	0.0115	0.7482	0.9031	0.9957	nan	0.9967	0.9944	0.5584	0.9680	0.9978	0.9946	0.9800	0.5584	0.9606	0.9954
0.0094	120.0	6120	0.0109	0.7384	0.8921	0.9958	nan	0.9981	0.9878	0.4980	0.9797	0.9968	0.9953	0.9790	0.4980	0.9623	0.9957
0.0037	121.0	6171	0.0102	0.7442	0.8994	0.9959	nan	0.9973	0.9876	0.5332	0.9814	0.9975	0.9951	0.9786	0.5332	0.9629	0.9955
0.0129	122.0	6222	0.0105	0.7583	0.9153	0.9958	nan	0.9977	0.9926	0.6180	0.9711	0.9969	0.9946	0.9795	0.6176	0.9629	0.9951
0.0097	123.0	6273	0.0102	0.7603	0.9179	0.9959	nan	0.9980	0.9882	0.6260	0.9805	0.9968	0.9953	0.9805	0.6252	0.9653	0.9954
0.0027	124.0	6324	0.0102	0.7620	0.9216	0.9956	nan	0.9981	0.9823	0.6432	0.9884	0.9962	0.9946	0.9776	0.6420	0.9631	0.9949
0.0048	125.0	6375	0.0089	0.7524	0.9084	0.9964	nan	0.9980	0.9904	0.5749	0.9809	0.9975	0.9956	0.9809	0.5746	0.9674	0.9961
0.0064	126.0	6426	0.0112	0.7549	0.9111	0.9956	nan	0.9978	0.9903	0.5995	0.9711	0.9967	0.9951	0.9780	0.5991	0.9621	0.9954
0.002	127.0	6477	0.0109	0.7516	0.9088	0.9960	nan	0.9987	0.9869	0.5729	0.9896	0.9958	0.9944	0.9804	0.5714	0.9684	0.9950
0.0089	128.0	6528	0.0095	0.7492	0.9056	0.9961	nan	0.9979	0.9874	0.5577	0.9884	0.9968	0.9948	0.9796	0.5577	0.9676	0.9954
0.0145	129.0	6579	0.0106	0.7584	0.9154	0.9957	nan	0.9987	0.9905	0.6160	0.9760	0.9958	0.9946	0.9805	0.6156	0.9647	0.9949
0.0195	130.0	6630	0.0106	0.7543	0.9112	0.9956	nan	0.9973	0.9872	0.5935	0.9810	0.9969	0.9946	0.9789	0.5931	0.9642	0.9951
0.0132	131.0	6681	0.0100	0.7628	0.9207	0.9959	nan	0.9977	0.9902	0.6406	0.9784	0.9968	0.9947	0.9809	0.6397	0.9663	0.9952
0.01	132.0	6732	0.0109	0.7528	0.9090	0.9958	nan	0.9976	0.9901	0.5816	0.9791	0.9968	0.9944	0.9807	0.5812	0.9654	0.9950
0.0011	133.0	6783	0.0095	0.7562	0.9141	0.9962	nan	0.9971	0.9863	0.5995	0.9897	0.9979	0.9952	0.9798	0.5987	0.9680	0.9957
0.0084	134.0	6834	0.0092	0.7565	0.9129	0.9965	nan	0.9985	0.9914	0.5935	0.9842	0.9968	0.9954	0.9825	0.5931	0.9719	0.9958
0.0288	135.0	6885	0.0091	0.7579	0.9145	0.9963	nan	0.9980	0.9940	0.6068	0.9769	0.9971	0.9951	0.9814	0.6064	0.9688	0.9959
0.0024	136.0	6936	0.0100	0.7571	0.9146	0.9960	nan	0.9981	0.9876	0.6048	0.9861	0.9964	0.9947	0.9803	0.6044	0.9679	0.9954
0.0136	137.0	6987	0.0093	0.7564	0.9150	0.9959	nan	0.9975	0.9815	0.6081	0.9904	0.9975	0.9954	0.9764	0.6053	0.9658	0.9958
0.0054	138.0	7038	0.0101	0.7567	0.9135	0.9960	nan	0.9978	0.9892	0.6001	0.9834	0.9968	0.9951	0.9815	0.5997	0.9685	0.9953
0.003	139.0	7089	0.0106	0.7619	0.9199	0.9958	nan	0.9978	0.9881	0.6340	0.9832	0.9966	0.9950	0.9809	0.6331	0.9673	0.9951
0.0028	140.0	7140	0.0117	0.7637	0.9223	0.9954	nan	0.9988	0.9894	0.6459	0.9828	0.9945	0.9936	0.9821	0.6450	0.9679	0.9939
0.0764	141.0	7191	0.0115	0.7627	0.9209	0.9958	nan	0.9979	0.9887	0.6366	0.9852	0.9961	0.9944	0.9822	0.6353	0.9699	0.9947
0.0062	142.0	7242	0.0085	0.7639	0.9217	0.9965	nan	0.9981	0.9913	0.6373	0.9847	0.9972	0.9956	0.9829	0.6364	0.9727	0.9959
0.0035	143.0	7293	0.0091	0.7612	0.9183	0.9964	nan	0.9979	0.9922	0.6227	0.9813	0.9973	0.9954	0.9828	0.6219	0.9712	0.9957
0.0058	144.0	7344	0.0087	0.7660	0.9242	0.9965	nan	0.9973	0.9930	0.6512	0.9814	0.9979	0.9953	0.9829	0.6499	0.9721	0.9959
0.0112	145.0	7395	0.0087	0.7689	0.9284	0.9966	nan	0.9980	0.9894	0.6737	0.9833	0.9978	0.9957	0.9825	0.6702	0.9689	0.9963
0.0074	146.0	7446	0.0088	0.7660	0.9256	0.9965	nan	0.9986	0.9878	0.6585	0.9861	0.9970	0.9955	0.9818	0.6542	0.9685	0.9962
0.0161	147.0	7497	0.0094	0.7670	0.9265	0.9961	nan	0.9982	0.9856	0.6671	0.9845	0.9972	0.9956	0.9800	0.6645	0.9661	0.9961
0.0052	148.0	7548	0.0091	0.7670	0.9254	0.9963	nan	0.9982	0.9913	0.6585	0.9820	0.9969	0.9952	0.9832	0.6572	0.9703	0.9958
0.0103	149.0	7599	0.0097	0.7683	0.9270	0.9962	nan	0.9975	0.9931	0.6684	0.9790	0.9971	0.9947	0.9831	0.6671	0.9696	0.9954
0.0024	150.0	7650	0.0091	0.7601	0.9196	0.9963	nan	0.9977	0.9825	0.6260	0.9940	0.9976	0.9954	0.9785	0.6252	0.9657	0.9960
0.0436	151.0	7701	0.0100	0.7676	0.9262	0.9961	nan	0.9976	0.9902	0.6625	0.9839	0.9969	0.9948	0.9823	0.6616	0.9718	0.9952
0.0115	152.0	7752	0.0094	0.7707	0.9298	0.9962	nan	0.9979	0.9903	0.6817	0.9820	0.9969	0.9952	0.9822	0.6803	0.9711	0.9955
0.0008	153.0	7803	0.0093	0.7694	0.9285	0.9966	nan	0.9979	0.9920	0.6691	0.9862	0.9972	0.9950	0.9841	0.6673	0.9744	0.9956
0.0026	154.0	7854	0.0100	0.7698	0.9295	0.9960	nan	0.9987	0.9887	0.6784	0.9861	0.9958	0.9946	0.9819	0.6770	0.9702	0.9951
0.0079	155.0	7905	0.0106	0.7649	0.9234	0.9962	nan	0.9981	0.9882	0.6499	0.9841	0.9969	0.9952	0.9817	0.6486	0.9686	0.9955
0.0094	156.0	7956	0.0100	0.7703	0.9305	0.9961	nan	0.9975	0.9883	0.6830	0.9866	0.9971	0.9949	0.9816	0.6803	0.9698	0.9955
0.0008	157.0	8007	0.0093	0.7624	0.9207	0.9963	nan	0.9987	0.9865	0.6340	0.9875	0.9966	0.9952	0.9809	0.6335	0.9690	0.9958
0.0021	158.0	8058	0.0096	0.7592	0.9162	0.9962	nan	0.9987	0.9897	0.6134	0.9830	0.9963	0.9954	0.9814	0.6130	0.9695	0.9959
0.0022	159.0	8109	0.0088	0.7573	0.9136	0.9964	nan	0.9979	0.9928	0.5988	0.9814	0.9972	0.9956	0.9823	0.5984	0.9715	0.9960
0.0012	160.0	8160	0.0090	0.7656	0.9239	0.9964	nan	0.9974	0.9912	0.6485	0.9849	0.9976	0.9952	0.9828	0.6473	0.9727	0.9957
0.0011	161.0	8211	0.0090	0.7715	0.9331	0.9965	nan	0.9976	0.9874	0.6936	0.9892	0.9977	0.9953	0.9821	0.6841	0.9717	0.9958
0.0155	162.0	8262	0.0093	0.7707	0.9304	0.9963	nan	0.9981	0.9902	0.6837	0.9829	0.9970	0.9955	0.9830	0.6805	0.9695	0.9958
0.0108	163.0	8313	0.0091	0.7760	0.9389	0.9963	nan	0.9979	0.9902	0.7268	0.9823	0.9973	0.9954	0.9829	0.7126	0.9694	0.9958
0.005	164.0	8364	0.0103	0.7683	0.9273	0.9962	nan	0.9988	0.9908	0.6678	0.9829	0.9960	0.9950	0.9835	0.6656	0.9708	0.9953
0.0029	165.0	8415	0.0122	0.7751	0.9364	0.9956	nan	0.9982	0.9902	0.7215	0.9765	0.9958	0.9947	0.9813	0.7130	0.9671	0.9948
0.0074	166.0	8466	0.0095	0.7708	0.9298	0.9963	nan	0.9983	0.9921	0.6844	0.9775	0.9969	0.9955	0.9829	0.6821	0.9688	0.9958
0.0036	167.0	8517	0.0085	0.7729	0.9341	0.9966	nan	0.9981	0.9910	0.6963	0.9878	0.9972	0.9955	0.9838	0.6881	0.9738	0.9960
0.0096	168.0	8568	0.0087	0.7649	0.9231	0.9966	nan	0.9985	0.9910	0.6412	0.9879	0.9968	0.9954	0.9839	0.6404	0.9739	0.9959
0.0122	169.0	8619	0.0085	0.7775	0.9407	0.9965	nan	0.9977	0.9889	0.7321	0.9870	0.9977	0.9955	0.9831	0.7197	0.9704	0.9962
0.0055	170.0	8670	0.0090	0.7727	0.9336	0.9965	nan	0.9982	0.9889	0.6956	0.9880	0.9971	0.9954	0.9829	0.6906	0.9712	0.9959
0.0267	171.0	8721	0.0094	0.7622	0.9208	0.9962	nan	0.9980	0.9860	0.6346	0.9885	0.9970	0.9953	0.9806	0.6342	0.9675	0.9958
0.0079	172.0	8772	0.0086	0.7717	0.9320	0.9967	nan	0.9977	0.9909	0.6870	0.9865	0.9977	0.9956	0.9836	0.6816	0.9733	0.9961
0.0137	173.0	8823	0.0097	0.7793	0.9443	0.9962	nan	0.9982	0.9874	0.7553	0.9838	0.9970	0.9953	0.9817	0.7348	0.9683	0.9958
0.0183	174.0	8874	0.0098	0.7632	0.9209	0.9962	nan	0.9979	0.9902	0.6386	0.9803	0.9972	0.9957	0.9820	0.6377	0.9678	0.9961
0.0031	175.0	8925	0.0093	0.7746	0.9372	0.9964	nan	0.9986	0.9900	0.7175	0.9833	0.9967	0.9956	0.9832	0.7031	0.9699	0.9960
0.0116	176.0	8976	0.0093	0.7648	0.9229	0.9966	nan	0.9984	0.9911	0.6439	0.9843	0.9970	0.9957	0.9830	0.6422	0.9716	0.9962
0.0091	177.0	9027	0.0087	0.7722	0.9326	0.9967	nan	0.9984	0.9917	0.6903	0.9858	0.9970	0.9956	0.9836	0.6840	0.9738	0.9961
0.0715	178.0	9078	0.0097	0.7698	0.9301	0.9963	nan	0.9980	0.9901	0.6817	0.9835	0.9971	0.9954	0.9823	0.6745	0.9702	0.9961
0.0105	179.0	9129	0.0090	0.7705	0.9308	0.9965	nan	0.9982	0.9904	0.6844	0.9837	0.9972	0.9956	0.9821	0.6772	0.9717	0.9962
0.0088	180.0	9180	0.0080	0.7720	0.9330	0.9969	nan	0.9981	0.9901	0.6897	0.9892	0.9979	0.9960	0.9839	0.6811	0.9742	0.9965
0.013	181.0	9231	0.0093	0.7743	0.9368	0.9964	nan	0.9985	0.9886	0.7149	0.9850	0.9969	0.9956	0.9827	0.7014	0.9698	0.9960
0.0036	182.0	9282	0.0092	0.7760	0.9391	0.9965	nan	0.9988	0.9896	0.7255	0.9852	0.9965	0.9955	0.9833	0.7109	0.9706	0.9959
0.0034	183.0	9333	0.0090	0.7734	0.9359	0.9964	nan	0.9979	0.9886	0.7109	0.9845	0.9975	0.9956	0.9825	0.6970	0.9694	0.9961
0.0072	184.0	9384	0.0097	0.7766	0.9397	0.9963	nan	0.9983	0.9885	0.7308	0.9841	0.9970	0.9955	0.9827	0.7160	0.9695	0.9958
0.0175	185.0	9435	0.0090	0.7715	0.9310	0.9966	nan	0.9986	0.9921	0.6837	0.9835	0.9968	0.9955	0.9842	0.6810	0.9725	0.9960
0.0059	186.0	9486	0.0096	0.7700	0.9295	0.9964	nan	0.9986	0.9901	0.6790	0.9834	0.9967	0.9954	0.9833	0.6750	0.9705	0.9958
0.0059	187.0	9537	0.0086	0.7774	0.9406	0.9967	nan	0.9979	0.9908	0.7314	0.9854	0.9977	0.9955	0.9839	0.7162	0.9726	0.9961
0.0016	188.0	9588	0.0088	0.7769	0.9408	0.9965	nan	0.9981	0.9888	0.7328	0.9869	0.9973	0.9955	0.9830	0.7161	0.9707	0.9960
0.0091	189.0	9639	0.0106	0.7723	0.9337	0.9961	nan	0.9978	0.9883	0.7016	0.9841	0.9970	0.9952	0.9818	0.6929	0.9686	0.9956
0.0075	190.0	9690	0.0089	0.7751	0.9372	0.9965	nan	0.9978	0.9901	0.7155	0.9847	0.9976	0.9955	0.9836	0.7048	0.9709	0.9961
0.0053	191.0	9741	0.0095	0.7736	0.9349	0.9964	nan	0.9977	0.9894	0.7049	0.9849	0.9975	0.9953	0.9831	0.6970	0.9700	0.9958
0.0059	192.0	9792	0.0088	0.7770	0.9403	0.9965	nan	0.9981	0.9894	0.7314	0.9854	0.9974	0.9955	0.9833	0.7162	0.9711	0.9961
0.0049	193.0	9843	0.0092	0.7763	0.9394	0.9964	nan	0.9982	0.9887	0.7281	0.9848	0.9971	0.9955	0.9827	0.7139	0.9694	0.9960
0.001	194.0	9894	0.0091	0.7778	0.9419	0.9964	nan	0.9982	0.9889	0.7401	0.9851	0.9971	0.9954	0.9830	0.7223	0.9700	0.9960
0.002	195.0	9945	0.0087	0.7803	0.9448	0.9966	nan	0.9985	0.9907	0.7527	0.9852	0.9970	0.9956	0.9841	0.7337	0.9721	0.9962
0.0252	196.0	9996	0.0094	0.7746	0.9370	0.9963	nan	0.9980	0.9888	0.7168	0.9841	0.9973	0.9955	0.9828	0.7042	0.9692	0.9960
0.015	197.0	10047	0.0106	0.7768	0.9398	0.9962	nan	0.9990	0.9890	0.7328	0.9820	0.9961	0.9953	0.9826	0.7180	0.9693	0.9956
0.0102	198.0	10098	0.0106	0.7772	0.9404	0.9962	nan	0.9983	0.9887	0.7354	0.9826	0.9968	0.9954	0.9824	0.7206	0.9690	0.9957
0.0061	199.0	10149	0.0101	0.7742	0.9351	0.9964	nan	0.9987	0.9904	0.7076	0.9822	0.9965	0.9954	0.9834	0.7001	0.9701	0.9958
0.0284	200.0	10200	0.0098	0.7776	0.9408	0.9964	nan	0.9988	0.9898	0.7354	0.9836	0.9964	0.9955	0.9834	0.7211	0.9701	0.9958

Framework versions

Transformers 4.32.1
Pytorch 2.0.1+cu118
Datasets 2.14.4
Tokenizers 0.13.3

segformer-b0-finetuned-metallography_DsD

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

NSDT 3DConvert

UnrealSynth

DreamTexture.js