segformer-b0-finetuned-metallography_DsC

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: 0.0122
Mean Iou: 0.8007
Mean Accuracy: 0.9715
Overall Accuracy: 0.9946
Accuracy Background: nan
Accuracy Haz: 0.9968
Accuracy Matrix: 0.9925
Accuracy Porosity: 0.8874
Accuracy Carbides: 0.9833
Accuracy Substrate: 0.9974
Iou Background: 0.0
Iou Haz: 0.9957
Iou Matrix: 0.9856
Iou Porosity: 0.8620
Iou Carbides: 0.9687
Iou Substrate: 0.9926

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: 150

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
1.364	1.0	116	0.2222	0.5913	0.7602	0.9546	nan	0.9698	0.9007	0.0	0.9396	0.9907	0.9593	0.8804	0.0	0.7648	0.9433
0.2962	2.0	232	0.0955	0.6262	0.7785	0.9744	nan	0.9736	0.9715	0.0	0.9561	0.9912	0.9705	0.9424	0.0	0.8831	0.9613
0.2951	3.0	348	0.1090	0.6271	0.7775	0.9742	nan	0.9742	0.9694	0.0	0.9509	0.9929	0.9685	0.9482	0.0	0.8921	0.9538
0.177	4.0	464	0.0857	0.6252	0.7701	0.9742	nan	0.9776	0.9853	0.0	0.8960	0.9917	0.9738	0.9432	0.0	0.8750	0.9592
0.3055	5.0	580	0.1344	0.6025	0.7540	0.9478	nan	0.9984	0.9748	0.0	0.9510	0.8460	0.9115	0.9532	0.0	0.9058	0.8444
0.1647	6.0	696	0.0658	0.6253	0.7689	0.9753	nan	0.9814	0.9899	0.0	0.8831	0.9900	0.9761	0.9440	0.0	0.8694	0.9620
0.2676	7.0	812	0.0583	0.6358	0.7846	0.9807	nan	0.9839	0.9720	0.0	0.9755	0.9917	0.9794	0.9589	0.0	0.9090	0.9674
0.0908	8.0	928	0.0655	0.6309	0.7827	0.9768	nan	0.9832	0.9609	0.0	0.9843	0.9848	0.9722	0.9514	0.0	0.9030	0.9589
0.0523	9.0	1044	0.0780	0.6297	0.7738	0.9759	nan	0.9747	0.9902	0.0	0.9106	0.9937	0.9718	0.9525	0.0	0.8985	0.9554
0.1607	10.0	1160	0.0419	0.6417	0.7832	0.9839	nan	0.9880	0.9876	0.0	0.9473	0.9930	0.9851	0.9632	0.0	0.9266	0.9751
0.0986	11.0	1276	0.0448	0.6410	0.7847	0.9833	nan	0.9858	0.9850	0.0	0.9610	0.9917	0.9821	0.9661	0.0	0.9276	0.9703
0.0553	12.0	1392	0.0484	0.6405	0.7847	0.9820	nan	0.9821	0.9829	0.0	0.9651	0.9932	0.9793	0.9656	0.0	0.9320	0.9660
2.8011	13.0	1508	0.0579	0.6452	0.7895	0.9807	nan	0.9971	0.9843	0.0375	0.9664	0.9620	0.9750	0.9669	0.0375	0.9337	0.9579
0.0482	14.0	1624	0.0435	0.6696	0.8174	0.9841	nan	0.9892	0.9843	0.1616	0.9640	0.9879	0.9813	0.9670	0.1616	0.9365	0.9711
0.0243	15.0	1740	0.0370	0.6960	0.8482	0.9860	nan	0.9871	0.9885	0.3076	0.9637	0.9942	0.9845	0.9715	0.3075	0.9382	0.9741
0.3543	16.0	1856	0.0348	0.6952	0.8504	0.9856	nan	0.9890	0.9782	0.3091	0.9833	0.9923	0.9856	0.9682	0.3089	0.9332	0.9754
0.0169	17.0	1972	0.0340	0.7047	0.8576	0.9857	nan	0.9915	0.9892	0.3694	0.9476	0.9902	0.9868	0.9668	0.3688	0.9287	0.9773
0.046	18.0	2088	0.0267	0.7217	0.8784	0.9885	nan	0.9947	0.9820	0.4465	0.9765	0.9922	0.9909	0.9705	0.4459	0.9386	0.9841
0.0158	19.0	2204	0.0265	0.7323	0.8903	0.9887	nan	0.9938	0.9860	0.5096	0.9697	0.9923	0.9899	0.9723	0.5077	0.9412	0.9828
0.3435	20.0	2320	0.0297	0.7092	0.8626	0.9874	nan	0.9886	0.9893	0.3758	0.9636	0.9958	0.9878	0.9721	0.3758	0.9404	0.9789
0.0289	21.0	2436	0.0268	0.7319	0.8906	0.9881	nan	0.9923	0.9841	0.5105	0.9727	0.9934	0.9889	0.9714	0.5082	0.9414	0.9813
0.1275	22.0	2552	0.0230	0.7410	0.9000	0.9897	nan	0.9966	0.9855	0.5529	0.9747	0.9903	0.9917	0.9732	0.5512	0.9441	0.9856
0.0416	23.0	2668	0.0243	0.7644	0.9315	0.9887	nan	0.9946	0.9800	0.7091	0.9827	0.9911	0.9903	0.9721	0.6995	0.9416	0.9831
0.3226	24.0	2784	0.0226	0.7608	0.9249	0.9897	nan	0.9969	0.9845	0.6774	0.9765	0.9894	0.9913	0.9738	0.6713	0.9437	0.9847
0.0107	25.0	2900	0.0312	0.7322	0.8909	0.9862	nan	0.9869	0.9892	0.5222	0.9628	0.9935	0.9846	0.9729	0.5211	0.9411	0.9734
0.0373	26.0	3016	0.0249	0.7539	0.9150	0.9888	nan	0.9950	0.9891	0.6392	0.9611	0.9904	0.9897	0.9730	0.6361	0.9423	0.9826
0.0328	27.0	3132	0.0252	0.7539	0.9187	0.9887	nan	0.9951	0.9795	0.6420	0.9875	0.9895	0.9895	0.9717	0.6399	0.9405	0.9820
0.0434	28.0	3248	0.0225	0.7593	0.9222	0.9897	nan	0.9958	0.9857	0.6633	0.9758	0.9903	0.9912	0.9750	0.6588	0.9466	0.9841
0.0126	29.0	3364	0.0225	0.7649	0.9291	0.9899	nan	0.9942	0.9881	0.6974	0.9737	0.9920	0.9906	0.9760	0.6911	0.9482	0.9833
0.172	30.0	3480	0.0319	0.7522	0.9151	0.9876	nan	0.9879	0.9863	0.6320	0.9741	0.9952	0.9858	0.9743	0.6312	0.9453	0.9763
0.4593	31.0	3596	0.0254	0.7501	0.9105	0.9894	nan	0.9943	0.9878	0.6072	0.9720	0.9914	0.9902	0.9748	0.6058	0.9473	0.9827
1.315	32.0	3712	0.0216	0.7706	0.9356	0.9901	nan	0.9938	0.9880	0.7286	0.9739	0.9935	0.9908	0.9764	0.7239	0.9483	0.9840
0.0075	33.0	3828	0.0189	0.7672	0.9306	0.9909	nan	0.9971	0.9869	0.7017	0.9758	0.9914	0.9926	0.9762	0.6984	0.9490	0.9871
0.0403	34.0	3944	0.0252	0.7645	0.9277	0.9895	nan	0.9909	0.9906	0.6930	0.9688	0.9953	0.9884	0.9770	0.6915	0.9490	0.9811
0.0087	35.0	4060	0.0211	0.7668	0.9293	0.9901	nan	0.9933	0.9936	0.7094	0.9549	0.9956	0.9918	0.9750	0.7063	0.9425	0.9854
0.0282	36.0	4176	0.0208	0.7759	0.9420	0.9908	nan	0.9952	0.9870	0.7545	0.9813	0.9921	0.9914	0.9784	0.7479	0.9531	0.9849
0.0058	37.0	4292	0.0194	0.7820	0.9502	0.9910	nan	0.9950	0.9881	0.7992	0.9752	0.9937	0.9919	0.9777	0.7847	0.9518	0.9861
0.0153	38.0	4408	0.0189	0.7783	0.9447	0.9910	nan	0.9955	0.9877	0.7702	0.9772	0.9930	0.9920	0.9778	0.7633	0.9505	0.9860
0.0089	39.0	4524	0.0238	0.7701	0.9343	0.9901	nan	0.9916	0.9898	0.7196	0.9756	0.9950	0.9902	0.9790	0.7143	0.9545	0.9823
0.0143	40.0	4640	0.0213	0.7819	0.9522	0.9904	nan	0.9935	0.9830	0.8034	0.9858	0.9951	0.9918	0.9764	0.7893	0.9484	0.9852
0.0097	41.0	4756	0.0358	0.7601	0.9231	0.9868	nan	0.9854	0.9949	0.6863	0.9539	0.9950	0.9842	0.9752	0.6853	0.9428	0.9732
0.0398	42.0	4872	0.0169	0.7778	0.9424	0.9920	nan	0.9957	0.9894	0.7550	0.9772	0.9949	0.9927	0.9794	0.7514	0.9553	0.9882
0.0325	43.0	4988	0.0251	0.7848	0.9541	0.9905	nan	0.9914	0.9889	0.8169	0.9774	0.9961	0.9898	0.9794	0.8012	0.9557	0.9827
0.0313	44.0	5104	0.0174	0.7781	0.9440	0.9918	nan	0.9960	0.9879	0.7621	0.9799	0.9942	0.9934	0.9788	0.7550	0.9534	0.9881
0.0342	45.0	5220	0.0210	0.7468	0.9045	0.9902	nan	0.9928	0.9946	0.5816	0.9578	0.9959	0.9916	0.9759	0.5815	0.9465	0.9852
0.0216	46.0	5336	0.0169	0.7788	0.9452	0.9916	nan	0.9977	0.9843	0.7660	0.9860	0.9918	0.9933	0.9776	0.7615	0.9517	0.9884
0.0386	47.0	5452	0.0175	0.7866	0.9571	0.9915	nan	0.9947	0.9860	0.8265	0.9833	0.9952	0.9924	0.9788	0.8073	0.9541	0.9870
0.0014	48.0	5568	0.0171	0.7718	0.9346	0.9921	nan	0.9957	0.9900	0.7157	0.9758	0.9956	0.9942	0.9791	0.7143	0.9544	0.9891
0.0072	49.0	5684	0.0216	0.7832	0.9511	0.9913	nan	0.9914	0.9890	0.7960	0.9814	0.9979	0.9902	0.9806	0.7870	0.9567	0.9845
0.0147	50.0	5800	0.0197	0.7835	0.9520	0.9912	nan	0.9928	0.9868	0.8007	0.9828	0.9970	0.9909	0.9792	0.7896	0.9554	0.9858
0.0057	51.0	5916	0.0253	0.7756	0.9403	0.9909	nan	0.9901	0.9921	0.7474	0.9734	0.9987	0.9897	0.9801	0.7443	0.9556	0.9837
0.0241	52.0	6032	0.0182	0.7833	0.9495	0.9919	nan	0.9943	0.9919	0.7936	0.9709	0.9967	0.9928	0.9797	0.7846	0.9545	0.9880
0.0181	53.0	6148	0.0176	0.7852	0.9530	0.9917	nan	0.9959	0.9897	0.8109	0.9744	0.9941	0.9930	0.9787	0.7972	0.9544	0.9877
0.0022	54.0	6264	0.0163	0.7845	0.9506	0.9921	nan	0.9951	0.9904	0.7957	0.9762	0.9955	0.9932	0.9801	0.7888	0.9566	0.9882
0.0048	55.0	6380	0.0192	0.7806	0.9460	0.9917	nan	0.9935	0.9916	0.7742	0.9742	0.9964	0.9915	0.9805	0.7686	0.9566	0.9863
0.0056	56.0	6496	0.0155	0.7837	0.9514	0.9925	nan	0.9961	0.9850	0.7917	0.9878	0.9965	0.9940	0.9790	0.7851	0.9536	0.9904
0.012	57.0	6612	0.0155	0.7871	0.9545	0.9929	nan	0.9955	0.9893	0.8090	0.9814	0.9971	0.9939	0.9810	0.8004	0.9574	0.9902
0.0219	58.0	6728	0.0160	0.7890	0.9590	0.9922	nan	0.9966	0.9858	0.8342	0.9831	0.9950	0.9937	0.9786	0.8162	0.9557	0.9899
0.0057	59.0	6844	0.0192	0.7800	0.9458	0.9919	nan	0.9939	0.9889	0.7680	0.9819	0.9963	0.9922	0.9803	0.7638	0.9565	0.9871
0.0223	60.0	6960	0.0156	0.7841	0.9498	0.9927	nan	0.9956	0.9910	0.7895	0.9769	0.9961	0.9942	0.9806	0.7828	0.9571	0.9898
0.0732	61.0	7076	0.0187	0.7806	0.9448	0.9922	nan	0.9953	0.9919	0.7673	0.9745	0.9951	0.9940	0.9805	0.7628	0.9580	0.9885
0.0065	62.0	7192	0.0313	0.7802	0.9461	0.9898	nan	0.9892	0.9947	0.7849	0.9657	0.9959	0.9875	0.9803	0.7791	0.9547	0.9794
0.0092	63.0	7308	0.0204	0.7807	0.9475	0.9914	nan	0.9930	0.9867	0.7747	0.9872	0.9961	0.9916	0.9801	0.7708	0.9558	0.9856
0.0155	64.0	7424	0.0151	0.7882	0.9562	0.9930	nan	0.9966	0.9885	0.8167	0.9833	0.9958	0.9946	0.9810	0.8049	0.9582	0.9907
0.0079	65.0	7540	0.0149	0.7845	0.9504	0.9929	nan	0.9961	0.9897	0.7895	0.9801	0.9964	0.9946	0.9807	0.7824	0.9584	0.9910
0.0175	66.0	7656	0.0148	0.7921	0.9625	0.9930	nan	0.9959	0.9868	0.8464	0.9862	0.9973	0.9945	0.9806	0.8274	0.9586	0.9911
0.0434	67.0	7772	0.0177	0.7901	0.9592	0.9924	nan	0.9954	0.9886	0.8348	0.9816	0.9958	0.9940	0.9806	0.8187	0.9584	0.9889
0.0209	68.0	7888	0.0192	0.7822	0.9479	0.9918	nan	0.9939	0.9915	0.7827	0.9756	0.9957	0.9917	0.9809	0.7767	0.9576	0.9862
0.0352	69.0	8004	0.0159	0.7843	0.9489	0.9926	nan	0.9950	0.9938	0.7899	0.9689	0.9969	0.9938	0.9808	0.7849	0.9569	0.9894
0.0078	70.0	8120	0.0160	0.7929	0.9634	0.9928	nan	0.9951	0.9886	0.8526	0.9838	0.9967	0.9936	0.9816	0.8330	0.9600	0.9892
0.0045	71.0	8236	0.0200	0.7865	0.9563	0.9915	nan	0.9936	0.9850	0.8183	0.9887	0.9961	0.9920	0.9792	0.8070	0.9546	0.9863
0.01	72.0	8352	0.0144	0.7919	0.9599	0.9932	nan	0.9964	0.9927	0.8409	0.9734	0.9961	0.9945	0.9818	0.8250	0.9594	0.9907
0.4927	73.0	8468	0.0173	0.7751	0.9376	0.9929	nan	0.9949	0.9922	0.7252	0.9784	0.9972	0.9942	0.9817	0.7243	0.9599	0.9902
0.0581	74.0	8584	0.0160	0.7821	0.9485	0.9931	nan	0.9966	0.9853	0.7733	0.9905	0.9967	0.9954	0.9799	0.7699	0.9555	0.9919
0.0118	75.0	8700	0.0153	0.7971	0.9700	0.9931	nan	0.9953	0.9901	0.8855	0.9820	0.9970	0.9938	0.9826	0.8549	0.9617	0.9897
0.0044	76.0	8816	0.0153	0.7856	0.9507	0.9932	nan	0.9952	0.9926	0.7912	0.9773	0.9973	0.9946	0.9818	0.7864	0.9602	0.9909
0.0078	77.0	8932	0.0170	0.7934	0.9651	0.9925	nan	0.9944	0.9889	0.8616	0.9841	0.9966	0.9926	0.9821	0.8373	0.9608	0.9879
0.0049	78.0	9048	0.0194	0.7897	0.9583	0.9923	nan	0.9935	0.9908	0.8294	0.9813	0.9965	0.9927	0.9821	0.8171	0.9596	0.9868
0.0375	79.0	9164	0.0153	0.7941	0.9639	0.9933	nan	0.9958	0.9916	0.8562	0.9799	0.9961	0.9943	0.9825	0.8365	0.9614	0.9898
0.0016	80.0	9280	0.0158	0.7890	0.9559	0.9929	nan	0.9951	0.9909	0.8177	0.9790	0.9971	0.9940	0.9819	0.8079	0.9607	0.9895
0.0003	81.0	9396	0.0174	0.7947	0.9664	0.9928	nan	0.9943	0.9883	0.8651	0.9871	0.9973	0.9929	0.9823	0.8443	0.9605	0.9884
0.0012	82.0	9512	0.0180	0.7928	0.9618	0.9926	nan	0.9938	0.9904	0.8452	0.9823	0.9973	0.9927	0.9828	0.8316	0.9624	0.9876
0.0072	83.0	9628	0.0148	0.7848	0.9493	0.9935	nan	0.9963	0.9921	0.7833	0.9777	0.9970	0.9948	0.9823	0.7793	0.9609	0.9914
0.0531	84.0	9744	0.0182	0.7907	0.9588	0.9928	nan	0.9940	0.9917	0.8323	0.9781	0.9978	0.9928	0.9824	0.8197	0.9609	0.9884
0.0142	85.0	9860	0.0172	0.7933	0.9626	0.9928	nan	0.9951	0.9910	0.8499	0.9809	0.9959	0.9928	0.9829	0.8338	0.9620	0.9882
0.0126	86.0	9976	0.0191	0.7939	0.9635	0.9929	nan	0.9937	0.9916	0.8539	0.9807	0.9976	0.9929	0.9833	0.8361	0.9631	0.9881
0.0003	87.0	10092	0.0158	0.7926	0.9607	0.9933	nan	0.9956	0.9919	0.8399	0.9797	0.9964	0.9938	0.9832	0.8261	0.9630	0.9896
0.0161	88.0	10208	0.0145	0.7995	0.9759	0.9935	nan	0.9954	0.9888	0.9113	0.9866	0.9976	0.9942	0.9831	0.8666	0.9627	0.9906
0.4094	89.0	10324	0.0158	0.7867	0.9510	0.9934	nan	0.9960	0.9947	0.7981	0.9688	0.9976	0.9948	0.9816	0.7935	0.9587	0.9915
0.0136	90.0	10440	0.0133	0.7957	0.9667	0.9937	nan	0.9961	0.9879	0.8640	0.9876	0.9981	0.9953	0.9823	0.8433	0.9610	0.9921
0.0147	91.0	10556	0.0123	0.7969	0.9673	0.9943	nan	0.9970	0.9904	0.8670	0.9843	0.9976	0.9958	0.9835	0.8458	0.9633	0.9931
0.0002	92.0	10672	0.0150	0.7957	0.9661	0.9935	nan	0.9958	0.9901	0.8637	0.9841	0.9969	0.9946	0.9830	0.8433	0.9629	0.9906
0.0267	93.0	10788	0.0152	0.7962	0.9658	0.9934	nan	0.9953	0.9912	0.8634	0.9819	0.9974	0.9941	0.9836	0.8448	0.9644	0.9901
0.0325	94.0	10904	0.0152	0.7957	0.9647	0.9936	nan	0.9951	0.9928	0.8587	0.9796	0.9975	0.9942	0.9841	0.8411	0.9646	0.9901
0.0035	95.0	11020	0.0129	0.7978	0.9684	0.9941	nan	0.9964	0.9907	0.8726	0.9848	0.9974	0.9954	0.9840	0.8515	0.9639	0.9920
0.008	96.0	11136	0.0127	0.7969	0.9673	0.9940	nan	0.9970	0.9895	0.8668	0.9865	0.9966	0.9953	0.9835	0.8470	0.9637	0.9922
0.0055	97.0	11252	0.0138	0.7932	0.9614	0.9939	nan	0.9963	0.9901	0.8373	0.9861	0.9971	0.9949	0.9837	0.8256	0.9635	0.9914
0.0101	98.0	11368	0.0123	0.7942	0.9610	0.9941	nan	0.9975	0.9949	0.8444	0.9713	0.9967	0.9960	0.9831	0.8314	0.9614	0.9930
0.0107	99.0	11484	0.0129	0.7976	0.9678	0.9940	nan	0.9968	0.9912	0.8713	0.9831	0.9967	0.9955	0.9839	0.8492	0.9647	0.9920
0.0058	100.0	11600	0.0152	0.7959	0.9649	0.9935	nan	0.9950	0.9948	0.8636	0.9731	0.9978	0.9942	0.9836	0.8446	0.9626	0.9902
0.0003	101.0	11716	0.0124	0.8001	0.9719	0.9943	nan	0.9973	0.9927	0.8930	0.9798	0.9966	0.9957	0.9844	0.8626	0.9652	0.9926
0.0058	102.0	11832	0.0125	0.7973	0.9665	0.9943	nan	0.9968	0.9914	0.8631	0.9838	0.9972	0.9958	0.9844	0.8456	0.9656	0.9925
0.0176	103.0	11948	0.0141	0.7979	0.9689	0.9938	nan	0.9966	0.9911	0.8782	0.9821	0.9965	0.9953	0.9836	0.8528	0.9642	0.9916
0.3894	104.0	12064	0.0152	0.7940	0.9626	0.9935	nan	0.9955	0.9911	0.8456	0.9838	0.9967	0.9946	0.9838	0.8320	0.9635	0.9900
0.0031	105.0	12180	0.0132	0.7968	0.9660	0.9942	nan	0.9963	0.9939	0.8650	0.9773	0.9976	0.9953	0.9843	0.8448	0.9647	0.9919
0.0151	106.0	12296	0.0136	0.7989	0.9706	0.9939	nan	0.9958	0.9925	0.8859	0.9821	0.9969	0.9948	0.9846	0.8581	0.9651	0.9905
0.0156	107.0	12412	0.0135	0.7984	0.9696	0.9939	nan	0.9963	0.9923	0.8816	0.9813	0.9965	0.9951	0.9842	0.8562	0.9638	0.9909
0.044	108.0	12528	0.0125	0.7977	0.9678	0.9943	nan	0.9970	0.9912	0.8689	0.9847	0.9970	0.9959	0.9843	0.8485	0.9651	0.9926
0.0265	109.0	12644	0.0121	0.7988	0.9691	0.9945	nan	0.9973	0.9921	0.8764	0.9826	0.9972	0.9958	0.9846	0.8535	0.9660	0.9930
0.0033	110.0	12760	0.0117	0.7982	0.9676	0.9946	nan	0.9976	0.9922	0.8688	0.9829	0.9966	0.9959	0.9848	0.8491	0.9662	0.9931
0.0176	111.0	12876	0.0147	0.7974	0.9675	0.9939	nan	0.9957	0.9901	0.8668	0.9872	0.9976	0.9948	0.9843	0.8484	0.9656	0.9912
0.0045	112.0	12992	0.0128	0.7885	0.9529	0.9943	nan	0.9971	0.9932	0.7967	0.9807	0.9967	0.9959	0.9844	0.7924	0.9660	0.9926
0.0003	113.0	13108	0.0122	0.7968	0.9649	0.9945	nan	0.9973	0.9921	0.8545	0.9836	0.9969	0.9959	0.9850	0.8400	0.9669	0.9929
0.5969	114.0	13224	0.0138	0.7978	0.9682	0.9942	nan	0.9966	0.9902	0.8699	0.9870	0.9973	0.9954	0.9842	0.8497	0.9653	0.9921
0.0009	115.0	13340	0.0131	0.7999	0.9712	0.9943	nan	0.9967	0.9927	0.8882	0.9815	0.9971	0.9952	0.9849	0.8607	0.9664	0.9920
0.0111	116.0	13456	0.0128	0.7979	0.9670	0.9945	nan	0.9965	0.9920	0.8644	0.9842	0.9978	0.9955	0.9851	0.8476	0.9668	0.9924
0.0049	117.0	13572	0.0127	0.8003	0.9720	0.9943	nan	0.9963	0.9924	0.8908	0.9827	0.9976	0.9953	0.9851	0.8627	0.9669	0.9919
0.0032	118.0	13688	0.0122	0.7995	0.9703	0.9946	nan	0.9974	0.9912	0.8812	0.9847	0.9972	0.9958	0.9847	0.8567	0.9665	0.9931
0.0032	119.0	13804	0.0130	0.8004	0.9732	0.9943	nan	0.9966	0.9912	0.8958	0.9851	0.9971	0.9951	0.9849	0.8636	0.9670	0.9919
1.0067	120.0	13920	0.0141	0.7993	0.9699	0.9942	nan	0.9961	0.9918	0.8803	0.9836	0.9976	0.9953	0.9849	0.8567	0.9672	0.9918
0.0688	121.0	14036	0.0143	0.7990	0.9690	0.9940	nan	0.9957	0.9944	0.8812	0.9763	0.9976	0.9947	0.9847	0.8578	0.9660	0.9910
0.012	122.0	14152	0.0126	0.8006	0.9718	0.9944	nan	0.9967	0.9931	0.8908	0.9810	0.9973	0.9952	0.9852	0.8636	0.9674	0.9922
0.0128	123.0	14268	0.0131	0.8007	0.9731	0.9945	nan	0.9963	0.9917	0.8940	0.9855	0.9979	0.9954	0.9853	0.8636	0.9675	0.9923
0.0093	124.0	14384	0.0126	0.8008	0.9723	0.9946	nan	0.9967	0.9925	0.8915	0.9831	0.9975	0.9957	0.9854	0.8628	0.9680	0.9927
0.4096	125.0	14500	0.0121	0.7998	0.9708	0.9946	nan	0.9973	0.9912	0.8824	0.9861	0.9971	0.9959	0.9851	0.8576	0.9673	0.9931
0.008	126.0	14616	0.0125	0.7937	0.9599	0.9945	nan	0.9968	0.9938	0.8316	0.9799	0.9975	0.9958	0.9850	0.8214	0.9671	0.9927
0.0047	127.0	14732	0.0121	0.8005	0.9712	0.9947	nan	0.9968	0.9928	0.8854	0.9832	0.9976	0.9957	0.9857	0.8606	0.9681	0.9927
0.0095	128.0	14848	0.0128	0.7990	0.9693	0.9945	nan	0.9968	0.9914	0.8756	0.9856	0.9973	0.9954	0.9851	0.8534	0.9677	0.9924
0.0027	129.0	14964	0.0150	0.7942	0.9615	0.9938	nan	0.9951	0.9931	0.8401	0.9813	0.9979	0.9945	0.9850	0.8285	0.9671	0.9904
0.0005	130.0	15080	0.0135	0.7912	0.9564	0.9942	nan	0.9965	0.9940	0.8153	0.9789	0.9971	0.9955	0.9846	0.8087	0.9664	0.9921
0.0052	131.0	15196	0.0119	0.7985	0.9680	0.9946	nan	0.9976	0.9916	0.8688	0.9850	0.9968	0.9962	0.9849	0.8495	0.9673	0.9932
0.0104	132.0	15312	0.0146	0.8018	0.9759	0.9941	nan	0.9956	0.9907	0.9086	0.9867	0.9977	0.9945	0.9851	0.8724	0.9679	0.9910
0.0024	133.0	15428	0.0133	0.7965	0.9643	0.9943	nan	0.9964	0.9921	0.8519	0.9839	0.9974	0.9956	0.9850	0.8384	0.9676	0.9922
0.0073	134.0	15544	0.0130	0.8025	0.9778	0.9943	nan	0.9969	0.9903	0.9180	0.9868	0.9970	0.9954	0.9848	0.8745	0.9677	0.9924
0.013	135.0	15660	0.0126	0.8009	0.9722	0.9945	nan	0.9965	0.9929	0.8912	0.9828	0.9975	0.9954	0.9856	0.8641	0.9680	0.9923
0.0116	136.0	15776	0.0133	0.7987	0.9685	0.9942	nan	0.9964	0.9920	0.8726	0.9843	0.9970	0.9953	0.9853	0.8522	0.9677	0.9917
0.0004	137.0	15892	0.0134	0.7974	0.9658	0.9942	nan	0.9966	0.9925	0.8600	0.9829	0.9969	0.9955	0.9851	0.8441	0.9676	0.9919
0.0162	138.0	16008	0.0123	0.8028	0.9778	0.9945	nan	0.9968	0.9919	0.9187	0.9841	0.9975	0.9956	0.9855	0.8742	0.9689	0.9926
0.0003	139.0	16124	0.0123	0.7992	0.9689	0.9946	nan	0.9967	0.9924	0.8740	0.9835	0.9977	0.9955	0.9854	0.8533	0.9685	0.9926
0.0043	140.0	16240	0.0141	0.7985	0.9679	0.9942	nan	0.9952	0.9936	0.8708	0.9819	0.9982	0.9946	0.9858	0.8516	0.9684	0.9909
0.0056	141.0	16356	0.0118	0.8016	0.9736	0.9947	nan	0.9968	0.9926	0.8975	0.9835	0.9978	0.9956	0.9856	0.8673	0.9684	0.9928
0.0861	142.0	16472	0.0120	0.8010	0.9723	0.9946	nan	0.9971	0.9926	0.8914	0.9830	0.9972	0.9957	0.9856	0.8637	0.9683	0.9928
0.0165	143.0	16588	0.0126	0.7982	0.9673	0.9944	nan	0.9965	0.9921	0.8664	0.9843	0.9974	0.9953	0.9853	0.8484	0.9681	0.9921
0.0031	144.0	16704	0.0118	0.7952	0.9618	0.9946	nan	0.9972	0.9935	0.8402	0.9809	0.9971	0.9961	0.9851	0.8297	0.9672	0.9931
0.0011	145.0	16820	0.0130	0.8001	0.9701	0.9945	nan	0.9962	0.9938	0.8820	0.9804	0.9980	0.9953	0.9856	0.8597	0.9677	0.9923
0.0112	146.0	16936	0.0132	0.8022	0.9765	0.9943	nan	0.9963	0.9906	0.9110	0.9866	0.9977	0.9951	0.9851	0.8733	0.9679	0.9920
0.0078	147.0	17052	0.0118	0.8029	0.9769	0.9947	nan	0.9970	0.9922	0.9138	0.9841	0.9975	0.9958	0.9856	0.8743	0.9684	0.9930
0.0022	148.0	17168	0.0124	0.7994	0.9690	0.9947	nan	0.9966	0.9930	0.8745	0.9829	0.9980	0.9954	0.9857	0.8543	0.9684	0.9927
0.0106	149.0	17284	0.0119	0.8028	0.9781	0.9946	nan	0.9970	0.9909	0.9188	0.9864	0.9975	0.9955	0.9853	0.8744	0.9684	0.9929
0.005	150.0	17400	0.0122	0.8007	0.9715	0.9946	nan	0.9968	0.9925	0.8874	0.9833	0.9974	0.9957	0.9856	0.8620	0.9687	0.9926

Framework versions

Transformers 4.32.1
Pytorch 2.0.1+cu118
Datasets 2.14.4
Tokenizers 0.13.3

segformer-b0-finetuned-metallography_DsC

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

NSDT 3DConvert

UnrealSynth

DreamTexture.js