segformer-b0-finetuned-metalography

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: 0.0246
Mean Iou: 0.7918
Mean Accuracy: 0.9705
Overall Accuracy: 0.9891
Accuracy Background: nan
Accuracy Haz: 0.9946
Accuracy Matrix: 0.9863
Accuracy Porosity: 0.9066
Accuracy Carbides: 0.9754
Accuracy Substrate: 0.9893
Iou Background: 0.0
Iou Haz: 0.9887
Iou Matrix: 0.9738
Iou Porosity: 0.8552
Iou Carbides: 0.9519
Iou Substrate: 0.9811

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: 16
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Background	Accuracy Haz	Accuracy Matrix	Accuracy Porosity	Accuracy Carbides	Accuracy Substrate	Iou Haz	Iou Matrix	Iou Porosity	Iou Carbides	Iou Substrate
0.1625	0.26	20	0.1429	0.6140	0.7666	0.9610	nan	0.9653	0.9766	0.0	0.9214	0.9698	0.9491	0.9369	0.0	0.8839	0.9143
0.1454	0.53	40	0.1362	0.6165	0.7702	0.9625	nan	0.9631	0.9734	0.0	0.9392	0.9753	0.9490	0.9421	0.0	0.8930	0.9152
0.1462	0.79	60	0.1203	0.6205	0.7708	0.9658	nan	0.9757	0.9748	0.0	0.9385	0.9649	0.9563	0.9435	0.0	0.8970	0.9260
0.1418	1.05	80	0.1170	0.6214	0.7705	0.9665	nan	0.9861	0.9765	0.0	0.9474	0.9424	0.9551	0.9483	0.0	0.9041	0.9208
0.1047	1.32	100	0.1079	0.6236	0.7734	0.9680	nan	0.9749	0.9815	0.0001	0.9439	0.9667	0.9580	0.9488	0.0001	0.9056	0.9292
0.1007	1.58	120	0.1017	0.6230	0.7741	0.9665	nan	0.9760	0.9714	0.0025	0.9594	0.9610	0.9545	0.9498	0.0025	0.9098	0.9217
0.1651	1.84	140	0.0947	0.6292	0.7801	0.9696	nan	0.9703	0.9822	0.0190	0.9511	0.9781	0.9580	0.9546	0.0190	0.9153	0.9283
0.0891	2.11	160	0.0835	0.6423	0.7931	0.9729	nan	0.9788	0.9804	0.0742	0.9575	0.9745	0.9647	0.9561	0.0742	0.9192	0.9395
0.1818	2.37	180	0.0872	0.6465	0.8009	0.9698	nan	0.9653	0.9822	0.1205	0.9482	0.9882	0.9571	0.9551	0.1205	0.9184	0.9281
0.0951	2.63	200	0.0779	0.6872	0.8473	0.9733	nan	0.9729	0.9813	0.3397	0.9618	0.9808	0.9628	0.9585	0.3395	0.9258	0.9367
0.0796	2.89	220	0.0721	0.6906	0.8487	0.9753	nan	0.9862	0.9802	0.3482	0.9654	0.9636	0.9671	0.9595	0.3480	0.9272	0.9417
0.0726	3.16	240	0.0705	0.7091	0.8720	0.9754	nan	0.9828	0.9778	0.4596	0.9711	0.9687	0.9658	0.9600	0.4591	0.9291	0.9404
0.0632	3.42	260	0.0679	0.7198	0.8848	0.9750	nan	0.9851	0.9726	0.5256	0.9758	0.9650	0.9670	0.9579	0.5234	0.9278	0.9428
0.098	3.68	280	0.0655	0.7217	0.8862	0.9765	nan	0.9843	0.9802	0.5294	0.9697	0.9674	0.9671	0.9627	0.5275	0.9316	0.9414
0.0977	3.95	300	0.0639	0.7429	0.9132	0.9765	nan	0.9909	0.9736	0.6678	0.9772	0.9566	0.9678	0.9609	0.6552	0.9318	0.9420
0.0738	4.21	320	0.0598	0.7402	0.9074	0.9779	nan	0.9835	0.9833	0.6325	0.9645	0.9731	0.9689	0.9636	0.6279	0.9349	0.9456
0.0717	4.47	340	0.0629	0.7411	0.9103	0.9765	nan	0.9914	0.9747	0.6535	0.9769	0.9548	0.9676	0.9615	0.6428	0.9331	0.9416
0.0764	4.74	360	0.0575	0.7494	0.9201	0.9776	nan	0.9898	0.9801	0.7001	0.9719	0.9587	0.9682	0.9642	0.6852	0.9360	0.9427
0.0772	5.0	380	0.0563	0.7510	0.9218	0.9786	nan	0.9891	0.9809	0.7036	0.9718	0.9635	0.9700	0.9650	0.6880	0.9368	0.9464
0.0629	5.26	400	0.0546	0.7478	0.9153	0.9790	nan	0.9883	0.9853	0.6719	0.9646	0.9663	0.9702	0.9658	0.6654	0.9383	0.9469
0.0684	5.53	420	0.0543	0.7549	0.9324	0.9780	nan	0.9780	0.9787	0.7492	0.9727	0.9833	0.9690	0.9647	0.7112	0.9381	0.9463
0.0486	5.79	440	0.0517	0.7572	0.9308	0.9792	nan	0.9847	0.9833	0.7449	0.9676	0.9733	0.9710	0.9659	0.7176	0.9393	0.9493
0.0446	6.05	460	0.0518	0.7637	0.9409	0.9786	nan	0.9839	0.9810	0.7954	0.9732	0.9711	0.9687	0.9664	0.7635	0.9393	0.9445
0.0501	6.32	480	0.0506	0.7643	0.9389	0.9800	nan	0.9817	0.9862	0.7816	0.9644	0.9806	0.9715	0.9671	0.7575	0.9396	0.9503
0.0745	6.58	500	0.0494	0.7615	0.9335	0.9797	nan	0.9821	0.9889	0.7619	0.9529	0.9816	0.9718	0.9654	0.7452	0.9358	0.9508
0.0635	6.84	520	0.0471	0.7604	0.9308	0.9801	nan	0.9844	0.9877	0.7451	0.9594	0.9772	0.9726	0.9659	0.7320	0.9392	0.9528
0.0485	7.11	540	0.0469	0.7666	0.9415	0.9804	nan	0.9814	0.9860	0.7927	0.9641	0.9832	0.9721	0.9678	0.7672	0.9409	0.9513
0.0641	7.37	560	0.0479	0.7672	0.9518	0.9797	nan	0.9797	0.9775	0.8387	0.9781	0.9847	0.9714	0.9660	0.7761	0.9396	0.9503
0.0394	7.63	580	0.0475	0.7675	0.9470	0.9800	nan	0.9806	0.9814	0.8160	0.9747	0.9826	0.9713	0.9672	0.7768	0.9399	0.9501
0.0564	7.89	600	0.0458	0.7676	0.9413	0.9806	nan	0.9874	0.9856	0.7943	0.9675	0.9715	0.9724	0.9682	0.7723	0.9421	0.9507
0.0505	8.16	620	0.0450	0.7694	0.9467	0.9806	nan	0.9809	0.9875	0.8208	0.9593	0.9852	0.9728	0.9676	0.7831	0.9404	0.9528
0.0516	8.42	640	0.0441	0.7708	0.9465	0.9814	nan	0.9827	0.9872	0.8149	0.9646	0.9830	0.9737	0.9685	0.7863	0.9422	0.9542
0.0526	8.68	660	0.0455	0.7696	0.9473	0.9804	nan	0.9789	0.9876	0.8207	0.9622	0.9868	0.9717	0.9686	0.7848	0.9419	0.9509
0.0522	8.95	680	0.0418	0.7712	0.9472	0.9817	nan	0.9876	0.9837	0.8176	0.9717	0.9754	0.9746	0.9685	0.7860	0.9428	0.9551
0.0416	9.21	700	0.0417	0.7733	0.9501	0.9819	nan	0.9881	0.9827	0.8301	0.9744	0.9751	0.9749	0.9688	0.7966	0.9435	0.9558
0.0383	9.47	720	0.0423	0.7723	0.9485	0.9816	nan	0.9836	0.9842	0.8204	0.9721	0.9821	0.9740	0.9691	0.7929	0.9440	0.9541
0.0448	9.74	740	0.0464	0.7728	0.9541	0.9803	nan	0.9787	0.9845	0.8515	0.9704	0.9855	0.9709	0.9693	0.8032	0.9441	0.9493
0.051	10.0	760	0.0408	0.7738	0.9535	0.9819	nan	0.9863	0.9821	0.8459	0.9745	0.9788	0.9750	0.9688	0.7992	0.9437	0.9560
0.0455	10.26	780	0.0412	0.7723	0.9461	0.9824	nan	0.9903	0.9860	0.8115	0.9705	0.9722	0.9755	0.9698	0.7881	0.9445	0.9562
0.0465	10.53	800	0.0445	0.7730	0.9499	0.9800	nan	0.9948	0.9864	0.8481	0.9669	0.9535	0.9705	0.9694	0.8078	0.9443	0.9459
0.0398	10.79	820	0.0400	0.7766	0.9578	0.9822	nan	0.9897	0.9807	0.8674	0.9775	0.9736	0.9758	0.9688	0.8149	0.9434	0.9569
0.0477	11.05	840	0.0442	0.7728	0.9481	0.9811	nan	0.9883	0.9850	0.8252	0.9717	0.9701	0.9726	0.9696	0.7992	0.9446	0.9509
0.0567	11.32	860	0.0400	0.7750	0.9519	0.9821	nan	0.9887	0.9864	0.8431	0.9671	0.9743	0.9754	0.9693	0.8031	0.9451	0.9570
0.0389	11.58	880	0.0392	0.7778	0.9565	0.9828	nan	0.9902	0.9869	0.8649	0.9661	0.9743	0.9764	0.9701	0.8180	0.9446	0.9581
0.0551	11.84	900	0.0375	0.7793	0.9597	0.9835	nan	0.9868	0.9854	0.8731	0.9698	0.9835	0.9777	0.9703	0.8218	0.9456	0.9607
0.0456	12.11	920	0.0379	0.7792	0.9615	0.9831	nan	0.9847	0.9831	0.8795	0.9749	0.9854	0.9768	0.9701	0.8236	0.9454	0.9595
0.0496	12.37	940	0.0375	0.7782	0.9615	0.9832	nan	0.9851	0.9816	0.8787	0.9757	0.9865	0.9777	0.9691	0.8161	0.9451	0.9613
0.037	12.63	960	0.0399	0.7781	0.9583	0.9822	nan	0.9802	0.9866	0.8670	0.9676	0.9900	0.9746	0.9703	0.8222	0.9455	0.9560
0.0359	12.89	980	0.0375	0.7773	0.9525	0.9830	nan	0.9898	0.9846	0.8396	0.9730	0.9753	0.9765	0.9703	0.8122	0.9461	0.9584
0.0392	13.16	1000	0.0382	0.7796	0.9599	0.9833	nan	0.9918	0.9822	0.8751	0.9781	0.9725	0.9772	0.9702	0.8255	0.9455	0.9593
0.0351	13.42	1020	0.0374	0.7768	0.9508	0.9828	nan	0.9929	0.9874	0.8382	0.9668	0.9685	0.9764	0.9702	0.8107	0.9455	0.9578
0.0333	13.68	1040	0.0374	0.7798	0.9593	0.9833	nan	0.9933	0.9836	0.8753	0.9747	0.9696	0.9771	0.9707	0.8263	0.9463	0.9587
0.0326	13.95	1060	0.0349	0.7797	0.9599	0.9840	nan	0.9914	0.9844	0.8743	0.9729	0.9768	0.9789	0.9707	0.8190	0.9467	0.9628
0.0318	14.21	1080	0.0350	0.7808	0.9583	0.9845	nan	0.9864	0.9860	0.8606	0.9712	0.9873	0.9794	0.9711	0.8236	0.9467	0.9640
0.0346	14.47	1100	0.0359	0.7810	0.9612	0.9838	nan	0.9935	0.9856	0.8852	0.9700	0.9715	0.9784	0.9709	0.8296	0.9459	0.9614
0.0304	14.74	1120	0.0351	0.7820	0.9629	0.9844	nan	0.9891	0.9852	0.8856	0.9728	0.9817	0.9792	0.9714	0.8305	0.9474	0.9636
0.0318	15.0	1140	0.0338	0.7824	0.9617	0.9847	nan	0.9908	0.9857	0.8802	0.9718	0.9799	0.9799	0.9713	0.8307	0.9472	0.9650
0.0325	15.26	1160	0.0360	0.7809	0.9614	0.9836	nan	0.9817	0.9860	0.8754	0.9714	0.9923	0.9773	0.9714	0.8288	0.9472	0.9608
0.0515	15.53	1180	0.0341	0.7811	0.9575	0.9846	nan	0.9875	0.9883	0.8600	0.9654	0.9862	0.9799	0.9710	0.8251	0.9459	0.9648
0.0401	15.79	1200	0.0362	0.7801	0.9575	0.9829	nan	0.9939	0.9854	0.8698	0.9727	0.9658	0.9760	0.9712	0.8285	0.9475	0.9570
0.0323	16.05	1220	0.0347	0.7807	0.9561	0.9840	nan	0.9939	0.9872	0.8587	0.9701	0.9705	0.9783	0.9716	0.8257	0.9475	0.9613
0.0362	16.32	1240	0.0332	0.7822	0.9596	0.9849	nan	0.9896	0.9884	0.8724	0.9635	0.9841	0.9808	0.9707	0.8295	0.9458	0.9663
0.0407	16.58	1260	0.0329	0.7829	0.9608	0.9852	nan	0.9905	0.9851	0.8715	0.9750	0.9820	0.9808	0.9719	0.8305	0.9478	0.9664
0.0313	16.84	1280	0.0336	0.7825	0.9629	0.9845	nan	0.9941	0.9867	0.8924	0.9681	0.9733	0.9797	0.9712	0.8329	0.9473	0.9639
0.0351	17.11	1300	0.0336	0.7818	0.9572	0.9847	nan	0.9941	0.9884	0.8630	0.9683	0.9726	0.9797	0.9715	0.8279	0.9476	0.9643
0.0394	17.37	1320	0.0315	0.7831	0.9594	0.9855	nan	0.9911	0.9883	0.8689	0.9648	0.9836	0.9820	0.9712	0.8303	0.9466	0.9687
0.0357	17.63	1340	0.0340	0.7816	0.9592	0.9847	nan	0.9837	0.9838	0.8578	0.9779	0.9927	0.9797	0.9714	0.8258	0.9476	0.9651
0.033	17.89	1360	0.0315	0.7840	0.9643	0.9854	nan	0.9929	0.9832	0.8892	0.9768	0.9793	0.9817	0.9713	0.8351	0.9480	0.9680
0.0353	18.16	1380	0.0326	0.7833	0.9601	0.9856	nan	0.9870	0.9869	0.8651	0.9711	0.9903	0.9815	0.9721	0.8302	0.9483	0.9679
0.0368	18.42	1400	0.0332	0.7826	0.9586	0.9847	nan	0.9950	0.9877	0.8701	0.9689	0.9714	0.9798	0.9717	0.8321	0.9479	0.9640
0.0295	18.68	1420	0.0368	0.7823	0.9647	0.9837	nan	0.9924	0.9843	0.9000	0.9742	0.9726	0.9777	0.9716	0.8358	0.9485	0.9601
0.0271	18.95	1440	0.0317	0.7837	0.9600	0.9857	nan	0.9883	0.9865	0.8644	0.9726	0.9882	0.9818	0.9721	0.8317	0.9481	0.9685
0.0338	19.21	1460	0.0389	0.7825	0.9644	0.9835	nan	0.9849	0.9849	0.8927	0.9742	0.9851	0.9768	0.9719	0.8384	0.9488	0.9592
0.0235	19.47	1480	0.0313	0.7850	0.9638	0.9859	nan	0.9914	0.9844	0.8834	0.9761	0.9835	0.9825	0.9719	0.8372	0.9487	0.9695
0.0359	19.74	1500	0.0338	0.7833	0.9607	0.9851	nan	0.9851	0.9861	0.8671	0.9740	0.9911	0.9803	0.9722	0.8326	0.9487	0.9659
0.0291	20.0	1520	0.0312	0.7847	0.9619	0.9859	nan	0.9889	0.9863	0.8740	0.9725	0.9877	0.9822	0.9720	0.8356	0.9489	0.9694
0.0296	20.26	1540	0.0302	0.7857	0.9635	0.9863	nan	0.9909	0.9875	0.8836	0.9691	0.9863	0.9833	0.9721	0.8391	0.9485	0.9711
0.0253	20.53	1560	0.0319	0.7851	0.9642	0.9859	nan	0.9891	0.9820	0.8815	0.9805	0.9881	0.9825	0.9714	0.8394	0.9477	0.9695
0.0258	20.79	1580	0.0306	0.7859	0.9647	0.9864	nan	0.9876	0.9856	0.8832	0.9750	0.9920	0.9831	0.9725	0.8397	0.9491	0.9711
0.0359	21.05	1600	0.0299	0.7861	0.9659	0.9863	nan	0.9892	0.9832	0.8894	0.9782	0.9896	0.9834	0.9717	0.8412	0.9485	0.9715
0.0366	21.32	1620	0.0295	0.7850	0.9593	0.9865	nan	0.9933	0.9876	0.8630	0.9705	0.9819	0.9837	0.9723	0.8334	0.9490	0.9717
0.0262	21.58	1640	0.0291	0.7868	0.9669	0.9868	nan	0.9923	0.9860	0.8982	0.9722	0.9855	0.9843	0.9722	0.8427	0.9492	0.9727
0.0286	21.84	1660	0.0293	0.7854	0.9606	0.9867	nan	0.9901	0.9891	0.8684	0.9657	0.9896	0.9843	0.9718	0.8354	0.9476	0.9732
0.0522	22.11	1680	0.0356	0.7827	0.9606	0.9835	nan	0.9973	0.9840	0.8829	0.9774	0.9615	0.9770	0.9721	0.8403	0.9488	0.9582
0.0336	22.37	1700	0.0293	0.7865	0.9654	0.9867	nan	0.9937	0.9846	0.8904	0.9761	0.9822	0.9839	0.9723	0.8415	0.9492	0.9720
0.0277	22.63	1720	0.0318	0.7844	0.9593	0.9854	nan	0.9959	0.9889	0.8723	0.9672	0.9723	0.9812	0.9721	0.8382	0.9484	0.9666
0.0309	22.89	1740	0.0286	0.7870	0.9655	0.9871	nan	0.9923	0.9883	0.8923	0.9683	0.9864	0.9849	0.9723	0.8418	0.9489	0.9739
0.0308	23.16	1760	0.0283	0.7873	0.9677	0.9871	nan	0.9932	0.9841	0.8999	0.9765	0.9851	0.9849	0.9723	0.8438	0.9492	0.9737
0.0373	23.42	1780	0.0298	0.7869	0.9692	0.9864	nan	0.9955	0.9833	0.9115	0.9780	0.9776	0.9834	0.9722	0.8459	0.9491	0.9708
0.0252	23.68	1800	0.0281	0.7877	0.9700	0.9871	nan	0.9909	0.9841	0.9083	0.9774	0.9893	0.9850	0.9723	0.8456	0.9494	0.9742
0.0243	23.95	1820	0.0279	0.7875	0.9651	0.9872	nan	0.9934	0.9855	0.8867	0.9749	0.9849	0.9852	0.9725	0.8433	0.9498	0.9745
0.0277	24.21	1840	0.0279	0.7877	0.9646	0.9872	nan	0.9932	0.9869	0.8853	0.9730	0.9847	0.9849	0.9728	0.8447	0.9499	0.9741
0.0269	24.47	1860	0.0283	0.7882	0.9664	0.9872	nan	0.9918	0.9875	0.8944	0.9711	0.9873	0.9849	0.9728	0.8474	0.9498	0.9741
0.0247	24.74	1880	0.0285	0.7874	0.9637	0.9872	nan	0.9938	0.9864	0.8805	0.9743	0.9833	0.9848	0.9730	0.8430	0.9501	0.9737
0.0273	25.0	1900	0.0282	0.7880	0.9704	0.9872	nan	0.9910	0.9845	0.9113	0.9759	0.9892	0.9850	0.9725	0.8462	0.9500	0.9742
0.0288	25.26	1920	0.0275	0.7877	0.9644	0.9875	nan	0.9903	0.9861	0.8797	0.9745	0.9913	0.9854	0.9729	0.8425	0.9501	0.9750
0.0218	25.53	1940	0.0284	0.7859	0.9596	0.9869	nan	0.9949	0.9867	0.8622	0.9735	0.9805	0.9844	0.9727	0.8352	0.9500	0.9729
0.0244	25.79	1960	0.0277	0.7884	0.9664	0.9876	nan	0.9911	0.9865	0.8904	0.9735	0.9902	0.9856	0.9730	0.8467	0.9500	0.9752
0.0348	26.05	1980	0.0275	0.7887	0.9675	0.9876	nan	0.9925	0.9867	0.8972	0.9733	0.9877	0.9858	0.9729	0.8474	0.9502	0.9759
0.0271	26.32	2000	0.0273	0.7877	0.9633	0.9876	nan	0.9918	0.9875	0.8769	0.9709	0.9893	0.9858	0.9727	0.8421	0.9497	0.9758
0.0298	26.58	2020	0.0298	0.7876	0.9676	0.9867	nan	0.9866	0.9871	0.8972	0.9723	0.9950	0.9835	0.9731	0.8473	0.9500	0.9717
0.0245	26.84	2040	0.0287	0.7876	0.9694	0.9868	nan	0.9961	0.9853	0.9132	0.9750	0.9774	0.9840	0.9728	0.8467	0.9501	0.9718
0.0358	27.11	2060	0.0263	0.7891	0.9704	0.9879	nan	0.9921	0.9860	0.9108	0.9734	0.9899	0.9865	0.9727	0.8480	0.9503	0.9772
0.0228	27.37	2080	0.0278	0.7884	0.9652	0.9875	nan	0.9919	0.9862	0.8844	0.9749	0.9884	0.9854	0.9732	0.8461	0.9505	0.9750
0.0271	27.63	2100	0.0269	0.7888	0.9711	0.9876	nan	0.9903	0.9834	0.9111	0.9784	0.9924	0.9860	0.9724	0.8485	0.9500	0.9761
0.0221	27.89	2120	0.0264	0.7892	0.9672	0.9879	nan	0.9907	0.9865	0.8928	0.9737	0.9923	0.9863	0.9732	0.8486	0.9504	0.9767
0.0249	28.16	2140	0.0263	0.7888	0.9660	0.9879	nan	0.9919	0.9858	0.8871	0.9751	0.9903	0.9864	0.9731	0.8465	0.9504	0.9767
0.0252	28.42	2160	0.0267	0.7893	0.9707	0.9878	nan	0.9925	0.9848	0.9108	0.9766	0.9887	0.9862	0.9730	0.8496	0.9504	0.9763
0.0305	28.68	2180	0.0279	0.7880	0.9636	0.9872	nan	0.9956	0.9862	0.8813	0.9749	0.9800	0.9849	0.9730	0.8459	0.9504	0.9738
0.0289	28.95	2200	0.0271	0.7892	0.9674	0.9878	nan	0.9902	0.9858	0.8929	0.9752	0.9928	0.9860	0.9731	0.8493	0.9506	0.9761
0.0229	29.21	2220	0.0267	0.7898	0.9698	0.9880	nan	0.9918	0.9847	0.9044	0.9776	0.9906	0.9866	0.9730	0.8517	0.9503	0.9770
0.0272	29.47	2240	0.0267	0.7894	0.9677	0.9877	nan	0.9900	0.9874	0.8968	0.9714	0.9930	0.9860	0.9731	0.8507	0.9504	0.9761
0.0252	29.74	2260	0.0261	0.7895	0.9661	0.9880	nan	0.9936	0.9859	0.8882	0.9755	0.9872	0.9866	0.9731	0.8493	0.9506	0.9771
0.0201	30.0	2280	0.0261	0.7892	0.9650	0.9881	nan	0.9922	0.9863	0.8808	0.9753	0.9902	0.9868	0.9732	0.8471	0.9508	0.9774
0.0177	30.26	2300	0.0262	0.7897	0.9661	0.9881	nan	0.9932	0.9867	0.8884	0.9737	0.9886	0.9869	0.9732	0.8496	0.9507	0.9777
0.0192	30.53	2320	0.0260	0.7898	0.9663	0.9884	nan	0.9935	0.9880	0.8901	0.9710	0.9889	0.9872	0.9734	0.8498	0.9505	0.9782
0.0308	30.79	2340	0.0262	0.7898	0.9718	0.9882	nan	0.9943	0.9862	0.9180	0.9736	0.9867	0.9870	0.9730	0.8503	0.9507	0.9777
0.0251	31.05	2360	0.0260	0.7899	0.9692	0.9882	nan	0.9939	0.9847	0.9026	0.9776	0.9874	0.9871	0.9730	0.8506	0.9507	0.9782
0.0209	31.32	2380	0.0282	0.7891	0.9690	0.9873	nan	0.9964	0.9868	0.9099	0.9733	0.9786	0.9849	0.9734	0.8517	0.9510	0.9736
0.0221	31.58	2400	0.0305	0.7876	0.9652	0.9861	nan	0.9974	0.9870	0.8967	0.9736	0.9714	0.9822	0.9734	0.8506	0.9509	0.9682
0.0255	31.84	2420	0.0273	0.7892	0.9679	0.9874	nan	0.9962	0.9872	0.9046	0.9716	0.9797	0.9853	0.9731	0.8518	0.9507	0.9745
0.02	32.11	2440	0.0253	0.7905	0.9690	0.9885	nan	0.9929	0.9862	0.9009	0.9744	0.9907	0.9876	0.9734	0.8519	0.9511	0.9790
0.0374	32.37	2460	0.0268	0.7899	0.9688	0.9879	nan	0.9958	0.9857	0.9041	0.9756	0.9825	0.9863	0.9733	0.8521	0.9511	0.9764
0.0226	32.63	2480	0.0257	0.7908	0.9699	0.9885	nan	0.9938	0.9862	0.9054	0.9755	0.9887	0.9875	0.9736	0.8536	0.9512	0.9787
0.0193	32.89	2500	0.0256	0.7907	0.9688	0.9885	nan	0.9939	0.9868	0.9013	0.9734	0.9886	0.9875	0.9735	0.8531	0.9511	0.9788
0.0231	33.16	2520	0.0260	0.7902	0.9679	0.9883	nan	0.9953	0.9854	0.8971	0.9768	0.9851	0.9871	0.9734	0.8522	0.9511	0.9777
0.0253	33.42	2540	0.0255	0.7906	0.9678	0.9886	nan	0.9931	0.9874	0.8958	0.9720	0.9908	0.9878	0.9735	0.8523	0.9510	0.9791
0.023	33.68	2560	0.0264	0.7899	0.9681	0.9880	nan	0.9901	0.9839	0.8931	0.9795	0.9940	0.9867	0.9729	0.8513	0.9505	0.9776
0.0236	33.95	2580	0.0255	0.7905	0.9685	0.9885	nan	0.9926	0.9860	0.8968	0.9761	0.9908	0.9875	0.9735	0.8522	0.9511	0.9788
0.0282	34.21	2600	0.0258	0.7906	0.9717	0.9883	nan	0.9925	0.9844	0.9124	0.9782	0.9909	0.9872	0.9732	0.8537	0.9510	0.9782
0.0233	34.47	2620	0.0255	0.7902	0.9666	0.9885	nan	0.9936	0.9877	0.8907	0.9714	0.9893	0.9876	0.9733	0.8504	0.9509	0.9790
0.025	34.74	2640	0.0256	0.7906	0.9695	0.9885	nan	0.9942	0.9855	0.9031	0.9766	0.9881	0.9876	0.9734	0.8527	0.9512	0.9788
0.0244	35.0	2660	0.0255	0.7908	0.9697	0.9887	nan	0.9944	0.9881	0.9069	0.9707	0.9883	0.9879	0.9735	0.8529	0.9509	0.9794
0.0212	35.26	2680	0.0252	0.7910	0.9705	0.9887	nan	0.9946	0.9856	0.9080	0.9760	0.9882	0.9880	0.9734	0.8533	0.9513	0.9796
0.0216	35.53	2700	0.0268	0.7902	0.9682	0.9880	nan	0.9962	0.9868	0.9021	0.9742	0.9818	0.9863	0.9737	0.8540	0.9513	0.9761
0.0209	35.79	2720	0.0274	0.7896	0.9660	0.9877	nan	0.9961	0.9876	0.8932	0.9724	0.9806	0.9857	0.9735	0.8520	0.9512	0.9753
0.0263	36.05	2740	0.0257	0.7908	0.9701	0.9884	nan	0.9927	0.9844	0.9042	0.9787	0.9906	0.9875	0.9732	0.8539	0.9511	0.9789
0.0209	36.32	2760	0.0256	0.7907	0.9677	0.9886	nan	0.9927	0.9877	0.8945	0.9730	0.9908	0.9877	0.9736	0.8523	0.9513	0.9793
0.0261	36.58	2780	0.0256	0.7908	0.9706	0.9884	nan	0.9949	0.9864	0.9110	0.9746	0.9861	0.9874	0.9735	0.8538	0.9515	0.9786
0.0264	36.84	2800	0.0252	0.7910	0.9692	0.9887	nan	0.9939	0.9863	0.9011	0.9754	0.9891	0.9879	0.9736	0.8535	0.9514	0.9796
0.031	37.11	2820	0.0256	0.7911	0.9694	0.9887	nan	0.9927	0.9865	0.9012	0.9750	0.9916	0.9879	0.9737	0.8536	0.9515	0.9796
0.0305	37.37	2840	0.0256	0.7909	0.9706	0.9887	nan	0.9930	0.9853	0.9068	0.9770	0.9908	0.9878	0.9735	0.8534	0.9514	0.9793
0.0211	37.63	2860	0.0255	0.7908	0.9686	0.9885	nan	0.9951	0.9874	0.9018	0.9725	0.9864	0.9877	0.9735	0.8536	0.9513	0.9790
0.0294	37.89	2880	0.0256	0.7909	0.9716	0.9885	nan	0.9957	0.9867	0.9170	0.9732	0.9851	0.9875	0.9736	0.8548	0.9513	0.9785
0.0256	38.16	2900	0.0254	0.7911	0.9696	0.9886	nan	0.9950	0.9875	0.9066	0.9726	0.9864	0.9876	0.9736	0.8553	0.9514	0.9790
0.0396	38.42	2920	0.0257	0.7911	0.9709	0.9885	nan	0.9934	0.9849	0.9090	0.9776	0.9896	0.9876	0.9734	0.8549	0.9515	0.9790
0.0273	38.68	2940	0.0263	0.7906	0.9678	0.9883	nan	0.9962	0.9858	0.8979	0.9762	0.9831	0.9869	0.9736	0.8538	0.9516	0.9774
0.0188	38.95	2960	0.0263	0.7905	0.9708	0.9881	nan	0.9965	0.9855	0.9138	0.9768	0.9815	0.9865	0.9736	0.8548	0.9515	0.9766
0.0354	39.21	2980	0.0248	0.7915	0.9714	0.9889	nan	0.9937	0.9867	0.9123	0.9743	0.9902	0.9882	0.9738	0.8553	0.9516	0.9800
0.0248	39.47	3000	0.0249	0.7916	0.9713	0.9890	nan	0.9941	0.9862	0.9106	0.9757	0.9898	0.9883	0.9738	0.8556	0.9517	0.9802
0.0216	39.74	3020	0.0253	0.7913	0.9709	0.9887	nan	0.9927	0.9873	0.9101	0.9727	0.9917	0.9880	0.9736	0.8549	0.9515	0.9798
0.0201	40.0	3040	0.0252	0.7909	0.9676	0.9887	nan	0.9954	0.9860	0.8935	0.9767	0.9861	0.9879	0.9737	0.8525	0.9517	0.9795
0.0195	40.26	3060	0.0255	0.7909	0.9685	0.9885	nan	0.9958	0.9863	0.9003	0.9759	0.9843	0.9874	0.9737	0.8538	0.9517	0.9786
0.0202	40.53	3080	0.0247	0.7915	0.9715	0.9889	nan	0.9949	0.9864	0.9132	0.9751	0.9880	0.9883	0.9738	0.8548	0.9518	0.9803
0.0209	40.79	3100	0.0249	0.7912	0.9685	0.9890	nan	0.9936	0.9866	0.8957	0.9756	0.9907	0.9884	0.9739	0.8527	0.9519	0.9805
0.0237	41.05	3120	0.0250	0.7912	0.9702	0.9889	nan	0.9941	0.9872	0.9075	0.9727	0.9898	0.9883	0.9736	0.8535	0.9516	0.9803
0.0249	41.32	3140	0.0252	0.7911	0.9681	0.9889	nan	0.9949	0.9862	0.8953	0.9762	0.9880	0.9883	0.9739	0.8528	0.9518	0.9801
0.0218	41.58	3160	0.0247	0.7914	0.9688	0.9890	nan	0.9949	0.9856	0.8973	0.9774	0.9887	0.9886	0.9738	0.8535	0.9516	0.9807
0.0186	41.84	3180	0.0248	0.7916	0.9701	0.9890	nan	0.9940	0.9868	0.9051	0.9746	0.9903	0.9886	0.9738	0.8548	0.9518	0.9808
0.0281	42.11	3200	0.0248	0.7916	0.9715	0.9889	nan	0.9944	0.9854	0.9117	0.9768	0.9895	0.9885	0.9736	0.8552	0.9517	0.9806
0.0189	42.37	3220	0.0249	0.7916	0.9701	0.9890	nan	0.9933	0.9858	0.9035	0.9762	0.9916	0.9885	0.9737	0.8547	0.9518	0.9807
0.0247	42.63	3240	0.0249	0.7917	0.9702	0.9890	nan	0.9943	0.9859	0.9046	0.9768	0.9895	0.9885	0.9738	0.8555	0.9518	0.9806
0.022	42.89	3260	0.0250	0.7917	0.9709	0.9889	nan	0.9936	0.9862	0.9088	0.9749	0.9908	0.9884	0.9737	0.8557	0.9518	0.9803
0.0217	43.16	3280	0.0249	0.7917	0.9717	0.9890	nan	0.9944	0.9861	0.9131	0.9754	0.9894	0.9885	0.9738	0.8554	0.9518	0.9806
0.0251	43.42	3300	0.0247	0.7917	0.9732	0.9890	nan	0.9942	0.9859	0.9204	0.9755	0.9901	0.9886	0.9738	0.8551	0.9518	0.9807
0.0177	43.68	3320	0.0248	0.7915	0.9700	0.9890	nan	0.9937	0.9874	0.9054	0.9727	0.9908	0.9885	0.9738	0.8546	0.9516	0.9807
0.0244	43.95	3340	0.0250	0.7913	0.9680	0.9891	nan	0.9936	0.9869	0.8936	0.9753	0.9908	0.9885	0.9740	0.8528	0.9519	0.9807
0.0227	44.21	3360	0.0248	0.7917	0.9710	0.9890	nan	0.9941	0.9861	0.9093	0.9754	0.9900	0.9885	0.9737	0.8554	0.9517	0.9808
0.0285	44.47	3380	0.0247	0.7915	0.9687	0.9891	nan	0.9940	0.9873	0.8980	0.9739	0.9905	0.9887	0.9739	0.8539	0.9518	0.9810
0.0214	44.74	3400	0.0249	0.7918	0.9709	0.9890	nan	0.9947	0.9858	0.9088	0.9768	0.9885	0.9884	0.9738	0.8560	0.9518	0.9806
0.0251	45.0	3420	0.0248	0.7917	0.9712	0.9889	nan	0.9929	0.9865	0.9098	0.9748	0.9920	0.9885	0.9737	0.8554	0.9518	0.9808
0.0217	45.26	3440	0.0247	0.7918	0.9719	0.9890	nan	0.9938	0.9864	0.9138	0.9749	0.9908	0.9886	0.9737	0.8558	0.9518	0.9809
0.0153	45.53	3460	0.0246	0.7919	0.9719	0.9891	nan	0.9948	0.9862	0.9141	0.9753	0.9893	0.9888	0.9739	0.8560	0.9518	0.9809
0.0247	45.79	3480	0.0245	0.7919	0.9703	0.9892	nan	0.9943	0.9868	0.9057	0.9745	0.9903	0.9889	0.9739	0.8555	0.9518	0.9812
0.0282	46.05	3500	0.0246	0.7913	0.9678	0.9891	nan	0.9946	0.9859	0.8924	0.9769	0.9894	0.9887	0.9737	0.8527	0.9518	0.9810
0.0206	46.32	3520	0.0246	0.7916	0.9695	0.9891	nan	0.9944	0.9857	0.9005	0.9771	0.9897	0.9887	0.9738	0.8545	0.9518	0.9810
0.021	46.58	3540	0.0247	0.7918	0.9717	0.9890	nan	0.9947	0.9862	0.9133	0.9755	0.9888	0.9885	0.9737	0.8557	0.9519	0.9807
0.0303	46.84	3560	0.0248	0.7916	0.9731	0.9889	nan	0.9945	0.9862	0.9208	0.9748	0.9893	0.9885	0.9737	0.8551	0.9518	0.9807
0.0192	47.11	3580	0.0248	0.7918	0.9709	0.9891	nan	0.9936	0.9861	0.9073	0.9761	0.9915	0.9887	0.9739	0.8556	0.9519	0.9809
0.0288	47.37	3600	0.0246	0.7918	0.9713	0.9890	nan	0.9947	0.9866	0.9116	0.9750	0.9888	0.9886	0.9738	0.8556	0.9518	0.9808
0.0206	47.63	3620	0.0247	0.7918	0.9702	0.9891	nan	0.9947	0.9858	0.9047	0.9767	0.9892	0.9887	0.9738	0.8553	0.9518	0.9809
0.0243	47.89	3640	0.0249	0.7919	0.9717	0.9890	nan	0.9952	0.9859	0.9132	0.9760	0.9882	0.9886	0.9738	0.8562	0.9519	0.9807
0.0166	48.16	3660	0.0247	0.7917	0.9690	0.9892	nan	0.9944	0.9867	0.8985	0.9756	0.9899	0.9888	0.9739	0.8545	0.9520	0.9811
0.0162	48.42	3680	0.0247	0.7916	0.9689	0.9891	nan	0.9947	0.9872	0.8989	0.9745	0.9890	0.9887	0.9739	0.8544	0.9519	0.9809
0.0202	48.68	3700	0.0247	0.7919	0.9712	0.9892	nan	0.9940	0.9860	0.9088	0.9761	0.9910	0.9889	0.9739	0.8557	0.9519	0.9812
0.0256	48.95	3720	0.0245	0.7919	0.9710	0.9891	nan	0.9946	0.9864	0.9093	0.9751	0.9896	0.9888	0.9738	0.8555	0.9519	0.9811
0.0274	49.21	3740	0.0247	0.7918	0.9708	0.9891	nan	0.9950	0.9861	0.9079	0.9762	0.9887	0.9887	0.9739	0.8556	0.9519	0.9809
0.0217	49.47	3760	0.0246	0.7918	0.9712	0.9890	nan	0.9945	0.9866	0.9111	0.9745	0.9893	0.9887	0.9737	0.8554	0.9518	0.9810
0.0226	49.74	3780	0.0247	0.7919	0.9721	0.9891	nan	0.9945	0.9854	0.9138	0.9770	0.9899	0.9888	0.9737	0.8559	0.9519	0.9812
0.0247	50.0	3800	0.0246	0.7918	0.9705	0.9891	nan	0.9946	0.9863	0.9066	0.9754	0.9893	0.9887	0.9738	0.8552	0.9519	0.9811

Framework versions

Transformers 4.31.0
Pytorch 2.0.1+cu118
Datasets 2.14.2
Tokenizers 0.13.3

segformer-b0-finetuned-metalography

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

NSDT 3DConvert

UnrealSynth

DreamTexture.js