segformer-b0-finetuned-metallography_DsE

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: 0.0346
Mean Iou: 0.7708
Mean Accuracy: 0.9422
Overall Accuracy: 0.9852
Accuracy Background: nan
Accuracy Haz: 0.9998
Accuracy Matrix: 0.9794
Accuracy Porosity: 0.7690
Accuracy Carbides: 0.9781
Accuracy Substrate: 0.9844
Iou Background: 0.0
Iou Haz: 0.9856
Iou Matrix: 0.9673
Iou Porosity: 0.7340
Iou Carbides: 0.9535
Iou Substrate: 0.9844

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
1.438	1.0	21	1.4613	0.3411	0.5803	0.6828	nan	0.3081	0.6440	0.0049	0.9446	1.0	0.3063	0.6179	0.0048	0.6106	0.5068
1.4673	2.0	42	0.8625	0.5248	0.7132	0.8755	nan	0.8430	0.8161	0.0	0.9395	0.9673	0.8245	0.7666	0.0	0.7250	0.8327
0.8684	3.0	63	0.5056	0.4759	0.6781	0.8373	nan	0.5647	0.9116	0.0	0.9175	0.9968	0.5576	0.8679	0.0	0.8188	0.6111
1.0237	4.0	84	0.4173	0.5166	0.7054	0.8771	nan	0.6824	0.9490	0.0	0.8971	0.9982	0.6780	0.8882	0.0	0.8422	0.6910
1.9952	5.0	105	0.3772	0.5378	0.7189	0.8951	nan	0.7401	0.9557	0.0	0.9014	0.9972	0.7322	0.9049	0.0	0.8619	0.7279
1.2219	6.0	126	0.2724	0.5855	0.7440	0.9373	nan	0.9444	0.9758	0.0	0.8865	0.9134	0.8843	0.9091	0.0	0.8647	0.8550
1.5038	7.0	147	0.3343	0.5270	0.7108	0.8860	nan	0.6938	0.9671	0.0	0.8997	0.9933	0.6828	0.9142	0.0	0.8771	0.6877
0.5601	8.0	168	0.2236	0.6237	0.7704	0.9642	nan	0.9828	0.9715	0.0	0.9182	0.9796	0.9642	0.9183	0.0	0.8858	0.9740
0.5819	9.0	189	0.2693	0.5713	0.7400	0.9262	nan	0.8653	0.9624	0.0	0.9289	0.9432	0.8249	0.9219	0.0	0.8890	0.7921
0.3819	10.0	210	0.2172	0.6047	0.7549	0.9500	nan	0.9984	0.9664	0.0	0.8949	0.9146	0.9258	0.9119	0.0	0.8775	0.9131
0.7507	11.0	231	0.1943	0.5943	0.7496	0.9440	nan	0.9439	0.9891	0.0	0.8684	0.9468	0.9106	0.9092	0.0	0.8575	0.8888
2.1844	12.0	252	0.2070	0.5829	0.7482	0.9352	nan	0.8759	0.9661	0.0	0.9336	0.9657	0.8493	0.9290	0.0	0.8991	0.8198
2.0379	13.0	273	0.1825	0.5851	0.7390	0.9381	nan	0.9900	0.9844	0.0	0.8863	0.8345	0.8857	0.9174	0.0	0.8737	0.8334
1.7778	14.0	294	0.1852	0.6024	0.7546	0.9507	nan	0.9939	0.9666	0.0	0.9350	0.8776	0.9116	0.9271	0.0	0.8981	0.8776
0.5753	15.0	315	0.3462	0.5132	0.7009	0.8746	nan	0.6387	0.9779	0.0	0.9002	0.9876	0.6254	0.9220	0.0	0.8844	0.6473
0.2851	16.0	336	0.1733	0.6041	0.7546	0.9508	nan	0.9988	0.9692	0.0	0.9101	0.8951	0.9160	0.9215	0.0	0.8923	0.8951
0.5709	17.0	357	0.1523	0.6163	0.7630	0.9602	nan	0.9867	0.9877	0.0	0.9001	0.9408	0.9478	0.9231	0.0	0.8859	0.9408
0.4197	18.0	378	0.5904	0.4921	0.6858	0.8534	nan	0.5242	0.9829	0.0	0.9227	0.9992	0.5237	0.9333	0.0	0.9016	0.5941
0.4734	19.0	399	0.1213	0.6298	0.7752	0.9691	nan	0.9970	0.9836	0.0162	0.9259	0.9535	0.9627	0.9399	0.0162	0.9068	0.9535
0.7209	20.0	420	0.2605	0.5659	0.7527	0.9011	nan	0.7037	0.9704	0.1426	0.9512	0.9954	0.6984	0.9425	0.1426	0.9168	0.6953
0.5737	21.0	441	0.1090	0.6738	0.8279	0.9684	nan	0.9970	0.9886	0.2877	0.9162	0.9501	0.9625	0.9389	0.2877	0.9033	0.9501
0.2843	22.0	462	0.1973	0.6407	0.8261	0.9265	nan	0.8021	0.9762	0.4173	0.9444	0.9907	0.7925	0.9447	0.4173	0.9204	0.7691
0.2181	23.0	483	0.0980	0.6886	0.8485	0.9698	nan	0.9608	0.9773	0.3622	0.9543	0.9880	0.9525	0.9479	0.3622	0.9270	0.9418
0.2062	24.0	504	0.1388	0.6839	0.8481	0.9627	nan	0.9981	0.9748	0.4157	0.9598	0.8918	0.9265	0.9504	0.4075	0.9276	0.8918
0.9778	25.0	525	0.0872	0.7013	0.8560	0.9757	nan	0.9874	0.9890	0.3857	0.9301	0.9878	0.9791	0.9427	0.3857	0.9174	0.9832
0.3125	26.0	546	0.0823	0.7086	0.8678	0.9761	nan	0.9977	0.9617	0.4287	0.9769	0.9739	0.9781	0.9468	0.4287	0.9244	0.9739
0.1488	27.0	567	0.0821	0.7249	0.8853	0.9770	nan	0.9966	0.9609	0.5097	0.9716	0.9877	0.9852	0.9451	0.5097	0.9246	0.9849
0.2649	28.0	588	0.0871	0.7091	0.8718	0.9751	nan	0.9993	0.9767	0.4676	0.9602	0.9552	0.9658	0.9533	0.4483	0.9317	0.9552
0.2978	29.0	609	0.0747	0.7182	0.8767	0.9761	nan	0.9967	0.9807	0.4878	0.9546	0.9636	0.9716	0.9529	0.4878	0.9330	0.9636
0.1412	30.0	630	0.0972	0.7172	0.8805	0.9715	nan	0.9999	0.9680	0.5251	0.9705	0.9391	0.9534	0.9516	0.5251	0.9342	0.9391
0.2123	31.0	651	0.0617	0.7351	0.8969	0.9789	nan	0.9955	0.9634	0.5592	0.9744	0.9919	0.9847	0.9495	0.5583	0.9324	0.9858
0.1116	32.0	672	0.0890	0.7250	0.8891	0.9740	nan	0.9994	0.9702	0.5559	0.9726	0.9474	0.9618	0.9542	0.5532	0.9333	0.9474
0.3479	33.0	693	0.0650	0.7199	0.8773	0.9777	nan	0.9988	0.9856	0.4862	0.9451	0.9710	0.9773	0.9538	0.4862	0.9310	0.9710
0.226	34.0	714	0.0560	0.7151	0.8742	0.9808	nan	0.9959	0.9881	0.4538	0.9416	0.9918	0.9885	0.9533	0.4321	0.9282	0.9884
1.895	35.0	735	0.0991	0.6864	0.8539	0.9638	nan	0.9969	0.9864	0.4481	0.9525	0.8855	0.9237	0.9566	0.4174	0.9350	0.8855
0.2141	36.0	756	0.0689	0.7105	0.8774	0.9758	nan	0.9997	0.9833	0.4959	0.9480	0.9601	0.9676	0.9533	0.4484	0.9337	0.9601
0.1275	37.0	777	0.0679	0.7172	0.8841	0.9795	nan	0.9991	0.9851	0.5113	0.9539	0.9710	0.9761	0.9579	0.4599	0.9382	0.9710
1.8477	38.0	798	0.0587	0.7234	0.8810	0.9799	nan	0.9990	0.9802	0.4903	0.9626	0.9730	0.9781	0.9582	0.4903	0.9405	0.9730
0.1861	39.0	819	0.1082	0.7101	0.8801	0.9688	nan	0.9998	0.9798	0.5478	0.9616	0.9114	0.9374	0.9576	0.5129	0.9412	0.9114
0.5616	40.0	840	0.0907	0.7180	0.8881	0.9737	nan	0.9988	0.9764	0.5583	0.9733	0.9335	0.9529	0.9601	0.5192	0.9421	0.9335
0.2929	41.0	861	0.0536	0.7178	0.8792	0.9818	nan	0.9872	0.9878	0.4708	0.9530	0.9974	0.9848	0.9580	0.4418	0.9380	0.9842
1.7634	42.0	882	0.1240	0.6951	0.8592	0.9637	nan	0.9994	0.9898	0.4757	0.9315	0.8997	0.9319	0.9503	0.4648	0.9240	0.8997
0.0972	43.0	903	0.1398	0.6748	0.8613	0.9502	nan	0.8719	0.9804	0.5	0.9636	0.9905	0.8624	0.9591	0.4520	0.9407	0.8348
0.0824	44.0	924	0.0464	0.7378	0.8999	0.9827	nan	0.9986	0.9739	0.5648	0.9755	0.9868	0.9873	0.9594	0.5527	0.9415	0.9860
0.1911	45.0	945	0.0494	0.7396	0.9005	0.9818	nan	0.9989	0.9786	0.5754	0.9628	0.9868	0.9842	0.9575	0.5694	0.9411	0.9854
0.1864	46.0	966	0.0616	0.7344	0.8945	0.9783	nan	0.9986	0.9851	0.5697	0.9524	0.9669	0.9748	0.9574	0.5697	0.9375	0.9669
0.2325	47.0	987	0.0677	0.7288	0.8900	0.9769	nan	0.9996	0.9820	0.5543	0.9646	0.9498	0.9630	0.9614	0.5543	0.9441	0.9498
1.6315	48.0	1008	0.1587	0.6888	0.8701	0.9484	nan	0.8568	0.9806	0.5478	0.9650	1.0	0.8544	0.9605	0.5478	0.9428	0.8274
0.1347	49.0	1029	0.0455	0.7409	0.9013	0.9828	nan	0.9987	0.9821	0.5770	0.9628	0.9860	0.9870	0.9605	0.5705	0.9418	0.9852
1.3926	50.0	1050	0.0463	0.7329	0.9022	0.9818	nan	0.9999	0.9803	0.5859	0.9619	0.9831	0.9820	0.9586	0.5304	0.9433	0.9831
0.1763	51.0	1071	0.0538	0.7211	0.8832	0.9809	nan	0.9991	0.9811	0.4976	0.9690	0.9693	0.9764	0.9625	0.4734	0.9452	0.9693
0.1996	52.0	1092	0.0458	0.7433	0.9122	0.9826	nan	0.9994	0.9825	0.6329	0.9583	0.9881	0.9865	0.9588	0.5859	0.9413	0.9876
0.3472	53.0	1113	0.0854	0.7315	0.9152	0.9741	nan	0.9998	0.9758	0.6921	0.9719	0.9365	0.9534	0.9602	0.5935	0.9455	0.9365
1.497	54.0	1134	0.0417	0.7231	0.8900	0.9829	nan	0.9985	0.9860	0.5227	0.9573	0.9857	0.9861	0.9612	0.4644	0.9424	0.9843
0.3025	55.0	1155	0.0590	0.7302	0.8907	0.9781	nan	0.9996	0.9878	0.5535	0.9465	0.9660	0.9737	0.9572	0.5486	0.9357	0.9660
0.2903	56.0	1176	0.0422	0.7373	0.9131	0.9832	nan	0.9933	0.9725	0.6248	0.9783	0.9965	0.9868	0.9600	0.5460	0.9436	0.9872
1.5164	57.0	1197	0.0553	0.7138	0.8835	0.9786	nan	0.9991	0.9888	0.5154	0.9461	0.9681	0.9759	0.9576	0.4460	0.9352	0.9681
2.2361	58.0	1218	0.0408	0.7268	0.9023	0.9834	nan	0.9989	0.9879	0.5835	0.9550	0.9862	0.9882	0.9615	0.4835	0.9411	0.9862
0.1472	59.0	1239	0.0395	0.7342	0.9152	0.9845	nan	0.9948	0.9809	0.6353	0.9674	0.9978	0.9896	0.9621	0.5168	0.9457	0.9908
0.2178	60.0	1260	0.0422	0.7450	0.9250	0.9834	nan	0.9989	0.9730	0.6864	0.9768	0.9901	0.9892	0.9599	0.5886	0.9431	0.9892
0.3504	61.0	1281	0.0378	0.7504	0.9141	0.9842	nan	0.9971	0.9846	0.6345	0.9589	0.9954	0.9920	0.9611	0.6146	0.9426	0.9923
1.4337	62.0	1302	0.0503	0.7203	0.8875	0.9806	nan	0.9990	0.9890	0.5251	0.9514	0.9727	0.9793	0.9604	0.4702	0.9389	0.9727
0.0641	63.0	1323	0.0396	0.7556	0.9224	0.9837	nan	0.9992	0.9800	0.6767	0.9652	0.9910	0.9878	0.9606	0.6503	0.9451	0.9900
0.2992	64.0	1344	0.0469	0.7569	0.9251	0.9816	nan	0.9994	0.9758	0.6994	0.9717	0.9792	0.9828	0.9604	0.6742	0.9451	0.9792
1.3646	65.0	1365	0.0377	0.7378	0.9135	0.9852	nan	0.9968	0.9852	0.6272	0.9644	0.9940	0.9909	0.9640	0.5360	0.9450	0.9907
0.0456	66.0	1386	0.0370	0.7426	0.9042	0.9845	nan	0.9959	0.9822	0.5818	0.9679	0.9934	0.9905	0.9625	0.5658	0.9461	0.9905
0.1204	67.0	1407	0.0460	0.7461	0.9302	0.9823	nan	0.9994	0.9777	0.7229	0.9737	0.9771	0.9816	0.9625	0.6101	0.9456	0.9771
0.0568	68.0	1428	0.0428	0.7446	0.9277	0.9831	nan	0.9862	0.9788	0.7010	0.9727	0.9998	0.9833	0.9630	0.5945	0.9458	0.9809
0.1598	69.0	1449	0.0481	0.7465	0.9215	0.9818	nan	0.9999	0.9799	0.6831	0.9677	0.9769	0.9787	0.9616	0.6153	0.9466	0.9769
0.1012	70.0	1470	0.0452	0.7596	0.9279	0.9819	nan	0.9997	0.9738	0.7099	0.9726	0.9834	0.9844	0.9592	0.6854	0.9454	0.9834
0.073	71.0	1491	0.0419	0.7525	0.9187	0.9831	nan	0.9995	0.9797	0.6621	0.9697	0.9824	0.9846	0.9624	0.6398	0.9455	0.9824
2.4209	72.0	1512	0.0379	0.7419	0.9205	0.9840	nan	0.9991	0.9882	0.6710	0.9546	0.9894	0.9896	0.9619	0.5691	0.9421	0.9890
0.1384	73.0	1533	0.0359	0.7328	0.9020	0.9843	nan	0.9926	0.9868	0.5729	0.9586	0.9990	0.9906	0.9623	0.5097	0.9438	0.9904
0.5187	74.0	1554	0.0450	0.7499	0.9204	0.9817	nan	0.9995	0.9775	0.6767	0.9727	0.9756	0.9805	0.9622	0.6345	0.9466	0.9756
0.0644	75.0	1575	0.0362	0.7389	0.9093	0.9844	nan	0.9997	0.9861	0.6118	0.9594	0.9892	0.9886	0.9629	0.5475	0.9452	0.9891
0.0917	76.0	1596	0.0401	0.7323	0.8901	0.9823	nan	0.9995	0.9883	0.5284	0.9527	0.9817	0.9840	0.9609	0.5254	0.9416	0.9817
2.1444	77.0	1617	0.0564	0.7261	0.8971	0.9801	nan	0.9992	0.9848	0.5746	0.9653	0.9617	0.9714	0.9645	0.5123	0.9468	0.9617
0.1034	78.0	1638	0.0362	0.7492	0.9099	0.9844	nan	0.9991	0.9798	0.6110	0.9729	0.9868	0.9884	0.9640	0.6081	0.9478	0.9868
1.4045	79.0	1659	0.0349	0.7481	0.9077	0.9845	nan	0.9991	0.9824	0.6013	0.9682	0.9877	0.9888	0.9640	0.6013	0.9469	0.9876
2.0189	80.0	1680	0.0486	0.7475	0.9094	0.9809	nan	0.9997	0.9816	0.6288	0.9663	0.9704	0.9762	0.9630	0.6288	0.9468	0.9704
1.9055	81.0	1701	0.0335	0.7610	0.9239	0.9850	nan	0.9987	0.9809	0.6783	0.9699	0.9918	0.9905	0.9640	0.6728	0.9480	0.9907
0.0939	82.0	1722	0.0352	0.7361	0.9065	0.9844	nan	0.9990	0.9858	0.5981	0.9613	0.9885	0.9885	0.9634	0.5309	0.9459	0.9878
0.1079	83.0	1743	0.0514	0.7424	0.9164	0.9801	nan	0.9998	0.9777	0.6661	0.9749	0.9634	0.9719	0.9637	0.6066	0.9490	0.9634
0.0799	84.0	1764	0.0372	0.7521	0.9138	0.9842	nan	0.9995	0.9827	0.6337	0.9691	0.9839	0.9864	0.9649	0.6291	0.9484	0.9839
0.1216	85.0	1785	0.0367	0.7458	0.9090	0.9834	nan	0.9989	0.9894	0.6175	0.9497	0.9896	0.9893	0.9605	0.5962	0.9398	0.9887
0.1534	86.0	1806	0.0508	0.7495	0.9306	0.9811	nan	0.9999	0.9788	0.7326	0.9713	0.9705	0.9743	0.9630	0.6402	0.9488	0.9705
0.2454	87.0	1827	0.0409	0.7549	0.9365	0.9831	nan	0.9998	0.9708	0.7447	0.9825	0.9845	0.9858	0.9613	0.6522	0.9457	0.9845
1.1149	88.0	1848	0.0490	0.7410	0.9196	0.9812	nan	0.9998	0.9860	0.6815	0.9589	0.9718	0.9770	0.9628	0.5889	0.9455	0.9718
0.092	89.0	1869	0.0454	0.7401	0.9185	0.9828	nan	0.9996	0.9823	0.6653	0.9706	0.9745	0.9792	0.9653	0.5717	0.9496	0.9745
0.1314	90.0	1890	0.0452	0.7450	0.9215	0.9818	nan	0.9993	0.9827	0.6864	0.9688	0.9705	0.9775	0.9647	0.6085	0.9486	0.9705
1.3973	91.0	1911	0.0468	0.7325	0.9061	0.9816	nan	0.9994	0.9824	0.6102	0.9720	0.9662	0.9747	0.9660	0.5386	0.9494	0.9662
0.0942	92.0	1932	0.0346	0.7423	0.9167	0.9850	nan	0.9992	0.9883	0.6475	0.9605	0.9878	0.9891	0.9651	0.5647	0.9470	0.9878
0.0516	93.0	1953	0.0380	0.7479	0.9361	0.9842	nan	0.9997	0.9768	0.7423	0.9782	0.9837	0.9855	0.9644	0.6050	0.9488	0.9837
0.0513	94.0	1974	0.0328	0.7541	0.9157	0.9855	nan	0.9993	0.9851	0.6378	0.9670	0.9891	0.9897	0.9660	0.6306	0.9495	0.9888
0.0935	95.0	1995	0.0351	0.7550	0.9258	0.9851	nan	0.9999	0.9818	0.6888	0.9713	0.9870	0.9861	0.9654	0.6405	0.9512	0.9870
0.0449	96.0	2016	0.0340	0.7623	0.9270	0.9851	nan	0.9995	0.9827	0.6953	0.9692	0.9882	0.9891	0.9654	0.6815	0.9499	0.9882
0.0481	97.0	2037	0.0321	0.7589	0.9251	0.9857	nan	0.9972	0.9879	0.6840	0.9590	0.9972	0.9933	0.9644	0.6558	0.9460	0.9941
1.1413	98.0	2058	0.0340	0.7624	0.9296	0.9850	nan	0.9998	0.9778	0.7058	0.9767	0.9880	0.9874	0.9647	0.6847	0.9499	0.9879
0.0514	99.0	2079	0.0340	0.7636	0.9310	0.9850	nan	0.9994	0.9824	0.7156	0.9689	0.9889	0.9883	0.9646	0.6915	0.9488	0.9884
0.0755	100.0	2100	0.0309	0.7598	0.9225	0.9860	nan	0.9982	0.9856	0.6686	0.9643	0.9956	0.9920	0.9651	0.6595	0.9490	0.9936
0.0836	101.0	2121	0.0391	0.7578	0.9270	0.9837	nan	0.9998	0.9802	0.7018	0.9735	0.9799	0.9825	0.9651	0.6692	0.9499	0.9799
0.2299	102.0	2142	0.0327	0.7682	0.9442	0.9854	nan	0.9983	0.9746	0.7731	0.9795	0.9956	0.9911	0.9633	0.7125	0.9492	0.9933
0.1587	103.0	2163	0.0358	0.7512	0.9380	0.9848	nan	0.9999	0.9820	0.7520	0.9711	0.9851	0.9853	0.9656	0.6207	0.9503	0.9850
1.0613	104.0	2184	0.0334	0.7653	0.9312	0.9851	nan	0.9994	0.9824	0.7164	0.9695	0.9885	0.9888	0.9651	0.7005	0.9495	0.9882
0.3783	105.0	2205	0.0369	0.7587	0.9255	0.9841	nan	0.9995	0.9841	0.6945	0.9674	0.9823	0.9851	0.9654	0.6706	0.9491	0.9823
0.35	106.0	2226	0.0355	0.7601	0.9340	0.9846	nan	0.9996	0.9838	0.7342	0.9686	0.9839	0.9860	0.9659	0.6746	0.9500	0.9839
0.1177	107.0	2247	0.0359	0.7612	0.9284	0.9843	nan	0.9996	0.9824	0.7058	0.9679	0.9862	0.9869	0.9645	0.6805	0.9494	0.9861
0.0824	108.0	2268	0.0365	0.7569	0.9314	0.9844	nan	0.9998	0.9816	0.7204	0.9700	0.9853	0.9854	0.9647	0.6561	0.9500	0.9852
2.3591	109.0	2289	0.0308	0.7484	0.9191	0.9862	nan	0.9952	0.9795	0.6459	0.9772	0.9979	0.9917	0.9661	0.5899	0.9510	0.9918
1.8884	110.0	2310	0.0312	0.7425	0.9177	0.9863	nan	0.9979	0.9859	0.6442	0.9676	0.9931	0.9914	0.9668	0.5556	0.9502	0.9911
0.0367	111.0	2331	0.0363	0.7527	0.9256	0.9843	nan	0.9998	0.9825	0.6929	0.9695	0.9835	0.9849	0.9652	0.6333	0.9496	0.9835
0.223	112.0	2352	0.0306	0.7533	0.9379	0.9861	nan	0.9987	0.9835	0.7447	0.9703	0.9921	0.9913	0.9664	0.6214	0.9500	0.9910
0.0411	113.0	2373	0.0414	0.7491	0.9295	0.9828	nan	0.9996	0.9857	0.7229	0.9637	0.9757	0.9799	0.9650	0.6251	0.9487	0.9757
0.0428	114.0	2394	0.0320	0.7679	0.9421	0.9857	nan	0.9985	0.9761	0.7626	0.9797	0.9935	0.9912	0.9647	0.7097	0.9497	0.9920
0.1961	115.0	2415	0.0359	0.7688	0.9366	0.9845	nan	0.9996	0.9795	0.7447	0.9746	0.9845	0.9862	0.9652	0.7265	0.9505	0.9845
0.0711	116.0	2436	0.0321	0.7680	0.9413	0.9859	nan	0.9995	0.9822	0.7626	0.9717	0.9906	0.9890	0.9661	0.7113	0.9518	0.9900
1.0098	117.0	2457	0.0352	0.7567	0.9230	0.9847	nan	0.9998	0.9844	0.6791	0.9686	0.9832	0.9846	0.9663	0.6552	0.9511	0.9832
0.063	118.0	2478	0.0337	0.7654	0.9329	0.9853	nan	0.9995	0.9828	0.7245	0.9722	0.9857	0.9875	0.9668	0.7006	0.9516	0.9857
0.2027	119.0	2499	0.0307	0.7724	0.9390	0.9858	nan	0.9991	0.9781	0.7480	0.9769	0.9929	0.9916	0.9653	0.7349	0.9504	0.9922
0.3896	120.0	2520	0.0305	0.7605	0.9376	0.9863	nan	0.9993	0.9844	0.7431	0.9694	0.9918	0.9906	0.9668	0.6631	0.9511	0.9912
0.1481	121.0	2541	0.0311	0.7552	0.9423	0.9861	nan	0.9991	0.9799	0.7642	0.9759	0.9921	0.9898	0.9663	0.6325	0.9518	0.9911
0.12	122.0	2562	0.0381	0.7574	0.9422	0.9840	nan	0.9998	0.9779	0.7747	0.9766	0.9820	0.9837	0.9649	0.6630	0.9508	0.9820
0.0326	123.0	2583	0.0460	0.7661	0.9335	0.9816	nan	0.9997	0.9837	0.7480	0.9671	0.9690	0.9756	0.9654	0.7366	0.9500	0.9690
0.0416	124.0	2604	0.0326	0.7670	0.9377	0.9855	nan	0.9996	0.9819	0.7464	0.9723	0.9883	0.9876	0.9662	0.7090	0.9513	0.9879
0.2993	125.0	2625	0.0302	0.7688	0.9342	0.9863	nan	0.9958	0.9881	0.7269	0.9617	0.9984	0.9929	0.9658	0.7125	0.9480	0.9936
1.7566	126.0	2646	0.0319	0.7519	0.9167	0.9855	nan	0.9987	0.9871	0.6442	0.9640	0.9892	0.9890	0.9662	0.6192	0.9491	0.9881
1.774	127.0	2667	0.0302	0.7583	0.9362	0.9866	nan	0.9976	0.9816	0.7318	0.9758	0.9942	0.9910	0.9674	0.6478	0.9521	0.9914
1.0241	128.0	2688	0.0384	0.7628	0.9311	0.9837	nan	0.9996	0.9873	0.7269	0.9616	0.9801	0.9834	0.9653	0.6997	0.9484	0.9801
0.058	129.0	2709	0.0362	0.7684	0.9435	0.9845	nan	0.9998	0.9773	0.7780	0.9778	0.9848	0.9859	0.9651	0.7234	0.9511	0.9848
0.0279	130.0	2730	0.0434	0.7538	0.9359	0.9829	nan	0.9997	0.9784	0.7496	0.9770	0.9750	0.9796	0.9653	0.6528	0.9501	0.9750
0.0289	131.0	2751	0.0372	0.7438	0.9234	0.9844	nan	0.9995	0.9868	0.6840	0.9644	0.9821	0.9847	0.9661	0.5809	0.9489	0.9821
1.0487	132.0	2772	0.0530	0.7447	0.9218	0.9807	nan	0.9998	0.9841	0.6953	0.9679	0.9618	0.9707	0.9658	0.6190	0.9509	0.9618
0.8859	133.0	2793	0.0351	0.7604	0.9335	0.9848	nan	0.9997	0.9805	0.7285	0.9749	0.9838	0.9856	0.9664	0.6749	0.9518	0.9838
0.0337	134.0	2814	0.0368	0.7546	0.9267	0.9840	nan	0.9992	0.9892	0.7042	0.9591	0.9816	0.9850	0.9654	0.6480	0.9473	0.9816
0.0718	135.0	2835	0.0311	0.7648	0.9322	0.9858	nan	0.9993	0.9809	0.7164	0.9759	0.9885	0.9894	0.9669	0.6922	0.9516	0.9883
0.0508	136.0	2856	0.0404	0.7573	0.9198	0.9831	nan	0.9994	0.9844	0.6718	0.9689	0.9743	0.9800	0.9666	0.6718	0.9509	0.9743
0.086	137.0	2877	0.0332	0.7667	0.9402	0.9852	nan	0.9996	0.9826	0.7609	0.9707	0.9872	0.9881	0.9663	0.7076	0.9509	0.9871
0.8781	138.0	2898	0.0358	0.7698	0.9351	0.9842	nan	0.9995	0.9857	0.7431	0.9638	0.9834	0.9857	0.9655	0.7354	0.9490	0.9834
0.863	139.0	2919	0.0405	0.7688	0.9356	0.9832	nan	0.9998	0.9809	0.7480	0.9725	0.9766	0.9804	0.9659	0.7390	0.9510	0.9766
1.9003	140.0	2940	0.0343	0.7693	0.9358	0.9851	nan	0.9996	0.9837	0.7407	0.9708	0.9841	0.9862	0.9671	0.7271	0.9511	0.9841
0.0854	141.0	2961	0.0346	0.7705	0.9447	0.9847	nan	0.9997	0.9835	0.7869	0.9677	0.9860	0.9868	0.9655	0.7350	0.9498	0.9859
0.039	142.0	2982	0.0321	0.7690	0.9442	0.9857	nan	0.9993	0.9831	0.7788	0.9702	0.9894	0.9889	0.9664	0.7188	0.9509	0.9888
0.8235	143.0	3003	0.0399	0.7700	0.9415	0.9834	nan	0.9998	0.9844	0.7788	0.9657	0.9788	0.9819	0.9653	0.7450	0.9494	0.9788
0.0467	144.0	3024	0.0326	0.7669	0.9386	0.9853	nan	0.9996	0.9806	0.7512	0.9746	0.9870	0.9873	0.9662	0.7098	0.9513	0.9868
0.0585	145.0	3045	0.0401	0.7574	0.9359	0.9838	nan	0.9998	0.9841	0.7488	0.9699	0.9770	0.9808	0.9669	0.6681	0.9515	0.9770
0.1527	146.0	3066	0.0492	0.7605	0.9428	0.9815	nan	0.9999	0.9805	0.7934	0.9738	0.9663	0.9734	0.9661	0.7053	0.9521	0.9663
0.8879	147.0	3087	0.0439	0.7562	0.9390	0.9832	nan	0.9999	0.9830	0.7666	0.9694	0.9761	0.9790	0.9657	0.6653	0.9513	0.9761
0.794	148.0	3108	0.0368	0.7625	0.9331	0.9845	nan	0.9999	0.9836	0.7301	0.9683	0.9834	0.9842	0.9657	0.6904	0.9512	0.9834
0.1101	149.0	3129	0.0367	0.7699	0.9387	0.9844	nan	0.9998	0.9823	0.7577	0.9703	0.9835	0.9846	0.9659	0.7339	0.9517	0.9835
0.0563	150.0	3150	0.0323	0.7673	0.9364	0.9857	nan	0.9994	0.9879	0.7431	0.9630	0.9888	0.9896	0.9667	0.7092	0.9498	0.9887
0.0589	151.0	3171	0.0302	0.7615	0.9337	0.9864	nan	0.9993	0.9859	0.7245	0.9684	0.9905	0.9907	0.9676	0.6687	0.9517	0.9904
0.0571	152.0	3192	0.0307	0.7587	0.9434	0.9863	nan	0.9991	0.9844	0.7723	0.9698	0.9912	0.9898	0.9672	0.6527	0.9520	0.9902
0.1994	153.0	3213	0.0337	0.7557	0.9412	0.9856	nan	0.9997	0.9837	0.7650	0.9714	0.9864	0.9866	0.9674	0.6413	0.9528	0.9862
0.0302	154.0	3234	0.0356	0.7613	0.9428	0.9852	nan	0.9997	0.9823	0.7747	0.9744	0.9830	0.9847	0.9678	0.6790	0.9535	0.9829
0.0534	155.0	3255	0.0333	0.7557	0.9279	0.9858	nan	0.9993	0.9841	0.6977	0.9727	0.9856	0.9869	0.9682	0.6406	0.9530	0.9852
0.0451	156.0	3276	0.0322	0.7598	0.9360	0.9860	nan	0.9992	0.9835	0.7366	0.9729	0.9875	0.9881	0.9679	0.6630	0.9528	0.9870
0.7762	157.0	3297	0.0456	0.7573	0.9274	0.9822	nan	0.9997	0.9843	0.7156	0.9701	0.9674	0.9751	0.9672	0.6824	0.9520	0.9674
1.718	158.0	3318	0.0332	0.7551	0.9293	0.9858	nan	0.9990	0.9862	0.7058	0.9700	0.9855	0.9873	0.9685	0.6372	0.9528	0.9850
0.0418	159.0	3339	0.0380	0.7651	0.9305	0.9842	nan	0.9995	0.9843	0.7196	0.9710	0.9781	0.9825	0.9678	0.7093	0.9528	0.9781
1.7125	160.0	3360	0.0320	0.7674	0.9327	0.9858	nan	0.9991	0.9859	0.7229	0.9679	0.9878	0.9887	0.9676	0.7085	0.9520	0.9873
0.0299	161.0	3381	0.0318	0.7708	0.9419	0.9859	nan	0.9993	0.9814	0.7650	0.9751	0.9888	0.9886	0.9675	0.7273	0.9531	0.9882
1.3517	162.0	3402	0.0370	0.7651	0.9319	0.9847	nan	0.9998	0.9815	0.7220	0.9746	0.9813	0.9837	0.9672	0.7055	0.9530	0.9813
0.0633	163.0	3423	0.0338	0.7675	0.9324	0.9851	nan	0.9996	0.9819	0.7220	0.9727	0.9859	0.9862	0.9668	0.7139	0.9526	0.9855
0.0295	164.0	3444	0.0350	0.7692	0.9422	0.9854	nan	0.9996	0.9812	0.7699	0.9762	0.9842	0.9857	0.9679	0.7241	0.9535	0.9840
0.0395	165.0	3465	0.0401	0.7624	0.9282	0.9837	nan	0.9996	0.9847	0.7115	0.9711	0.9743	0.9798	0.9683	0.6990	0.9529	0.9743
0.0472	166.0	3486	0.0334	0.7677	0.9336	0.9855	nan	0.9995	0.9847	0.7285	0.9700	0.9855	0.9868	0.9679	0.7135	0.9529	0.9852
0.6387	167.0	3507	0.0357	0.7598	0.9227	0.9849	nan	0.9996	0.9855	0.6775	0.9687	0.9825	0.9852	0.9677	0.6715	0.9520	0.9825
0.1178	168.0	3528	0.0350	0.7573	0.9188	0.9849	nan	0.9996	0.9861	0.6580	0.9666	0.9837	0.9861	0.9672	0.6554	0.9513	0.9837
0.06	169.0	3549	0.0369	0.7667	0.9332	0.9845	nan	0.9998	0.9788	0.7277	0.9786	0.9810	0.9839	0.9670	0.7161	0.9524	0.9810
0.8232	170.0	3570	0.0400	0.7600	0.9235	0.9836	nan	0.9995	0.9868	0.6896	0.9653	0.9763	0.9813	0.9671	0.6841	0.9509	0.9763
0.0326	171.0	3591	0.0351	0.7663	0.9318	0.9849	nan	0.9996	0.9845	0.7220	0.9702	0.9826	0.9854	0.9677	0.7094	0.9526	0.9826
0.0414	172.0	3612	0.0331	0.7656	0.9321	0.9854	nan	0.9998	0.9863	0.7220	0.9658	0.9866	0.9873	0.9670	0.7016	0.9512	0.9866
0.1566	173.0	3633	0.0296	0.7716	0.9385	0.9865	nan	0.9993	0.9802	0.7439	0.9780	0.9910	0.9906	0.9678	0.7280	0.9529	0.9904
0.0421	174.0	3654	0.0295	0.7721	0.9410	0.9866	nan	0.9994	0.9829	0.7577	0.9734	0.9915	0.9905	0.9680	0.7299	0.9534	0.9910
0.0721	175.0	3675	0.0297	0.7737	0.9392	0.9865	nan	0.9993	0.9824	0.7488	0.9742	0.9914	0.9909	0.9681	0.7392	0.9534	0.9909
0.0967	176.0	3696	0.0308	0.7745	0.9442	0.9861	nan	0.9996	0.9806	0.7747	0.9754	0.9905	0.9896	0.9673	0.7463	0.9534	0.9902
0.7548	177.0	3717	0.0325	0.7682	0.9314	0.9856	nan	0.9998	0.9829	0.7156	0.9724	0.9863	0.9873	0.9676	0.7150	0.9533	0.9863
0.6739	178.0	3738	0.0316	0.7706	0.9375	0.9860	nan	0.9997	0.9843	0.7447	0.9706	0.9880	0.9884	0.9678	0.7265	0.9529	0.9879
0.2433	179.0	3759	0.0310	0.7653	0.9294	0.9863	nan	0.9993	0.9863	0.7042	0.9700	0.9872	0.9889	0.9688	0.6941	0.9530	0.9872
0.0476	180.0	3780	0.0323	0.7703	0.9374	0.9858	nan	0.9996	0.9854	0.7464	0.9698	0.9860	0.9876	0.9683	0.7269	0.9531	0.9860
0.1307	181.0	3801	0.0316	0.7730	0.9387	0.9859	nan	0.9998	0.9813	0.7488	0.9748	0.9887	0.9889	0.9676	0.7392	0.9535	0.9887
1.7453	182.0	3822	0.0322	0.7668	0.9305	0.9858	nan	0.9996	0.9856	0.7115	0.9688	0.9871	0.9882	0.9679	0.7052	0.9524	0.9871
0.0518	183.0	3843	0.0335	0.7665	0.9305	0.9854	nan	0.9998	0.9822	0.7115	0.9742	0.9847	0.9860	0.9677	0.7075	0.9533	0.9847
0.0374	184.0	3864	0.0314	0.7657	0.9287	0.9859	nan	0.9995	0.9857	0.7018	0.9688	0.9875	0.9885	0.9680	0.6978	0.9526	0.9875
0.0523	185.0	3885	0.0325	0.7661	0.9313	0.9857	nan	0.9997	0.9861	0.7164	0.9682	0.9862	0.9875	0.9680	0.7021	0.9525	0.9862
0.0351	186.0	3906	0.0342	0.7614	0.9242	0.9851	nan	0.9994	0.9871	0.6848	0.9667	0.9830	0.9858	0.9679	0.6798	0.9518	0.9830
1.6854	187.0	3927	0.0300	0.7640	0.9269	0.9866	nan	0.9991	0.9859	0.6896	0.9707	0.9892	0.9900	0.9688	0.6830	0.9533	0.9890
0.0281	188.0	3948	0.0318	0.7717	0.9419	0.9860	nan	0.9997	0.9813	0.7650	0.9765	0.9871	0.9879	0.9681	0.7335	0.9537	0.9871
0.0272	189.0	3969	0.0330	0.7679	0.9338	0.9856	nan	0.9996	0.9857	0.7293	0.9695	0.9847	0.9866	0.9684	0.7149	0.9530	0.9847
0.0349	190.0	3990	0.0319	0.7693	0.9371	0.9861	nan	0.9996	0.9874	0.7447	0.9664	0.9875	0.9885	0.9682	0.7197	0.9522	0.9875
0.1564	191.0	4011	0.0322	0.7657	0.9288	0.9858	nan	0.9994	0.9866	0.7042	0.9681	0.9858	0.9877	0.9683	0.6997	0.9525	0.9858
0.0383	192.0	4032	0.0326	0.7687	0.9333	0.9857	nan	0.9995	0.9863	0.7269	0.9685	0.9852	0.9872	0.9683	0.7188	0.9527	0.9852
0.7425	193.0	4053	0.0352	0.7684	0.9329	0.9850	nan	0.9997	0.9847	0.7277	0.9702	0.9821	0.9847	0.9680	0.7224	0.9531	0.9821
0.0317	194.0	4074	0.0339	0.7689	0.9331	0.9853	nan	0.9996	0.9842	0.7269	0.9715	0.9835	0.9858	0.9682	0.7222	0.9534	0.9835
0.8865	195.0	4095	0.0340	0.7661	0.9300	0.9853	nan	0.9997	0.9849	0.7115	0.9697	0.9841	0.9860	0.9679	0.7058	0.9529	0.9841
0.0834	196.0	4116	0.0327	0.7691	0.9364	0.9857	nan	0.9997	0.9850	0.7415	0.9701	0.9859	0.9873	0.9681	0.7205	0.9530	0.9859
0.2228	197.0	4137	0.0304	0.7703	0.9369	0.9866	nan	0.9992	0.9845	0.7391	0.9732	0.9887	0.9896	0.9690	0.7209	0.9539	0.9885
0.0337	198.0	4158	0.0319	0.7724	0.9386	0.9859	nan	0.9995	0.9834	0.7504	0.9726	0.9872	0.9883	0.9682	0.7373	0.9535	0.9871
1.6598	199.0	4179	0.0305	0.7717	0.9408	0.9865	nan	0.9993	0.9839	0.7585	0.9730	0.9893	0.9896	0.9686	0.7290	0.9538	0.9890
0.1479	200.0	4200	0.0346	0.7708	0.9422	0.9852	nan	0.9998	0.9794	0.7690	0.9781	0.9844	0.9856	0.9673	0.7340	0.9535	0.9844

Framework versions

Transformers 4.32.1
Pytorch 2.0.1+cu118
Datasets 2.14.4
Tokenizers 0.13.3

segformer-b0-finetuned-metallography_DsE

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

NSDT 3DConvert

UnrealSynth

DreamTexture.js