segformer-b2-finetuned-metallography_DsD

This model is a fine-tuned version of nvidia/mit-b2 on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.0035
Mean Iou: 0.7779
Mean Accuracy: 0.9529
Overall Accuracy: 0.9985
Accuracy Background: nan
Accuracy Haz: 0.9984
Accuracy Matrix: 0.9912
Accuracy Porosity: 0.7807
Accuracy Carbides: 0.9946
Accuracy Substrate: 0.9997
Iou Background: 0.0
Iou Haz: 0.9980
Iou Matrix: 0.9872
Iou Porosity: 0.6954
Iou Carbides: 0.9874
Iou Substrate: 0.9992

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
0.282	1.0	51	0.0652	0.6006	0.7562	0.9790	nan	0.9822	0.9292	0.0	0.8793	0.9904	0.9666	0.8553	0.0	0.7987	0.9831
0.1948	2.0	102	0.0895	0.6011	0.7546	0.9684	nan	0.9910	0.8376	0.0	0.9726	0.9716	0.9432	0.8306	0.0	0.8615	0.9715
0.0553	3.0	153	0.0307	0.6331	0.7778	0.9861	nan	0.9925	0.9463	0.0	0.9613	0.9892	0.9734	0.9254	0.0	0.9114	0.9881
0.1153	4.0	204	0.1207	0.5969	0.7494	0.9371	nan	0.8214	0.9759	0.0	0.9541	0.9957	0.8153	0.9312	0.0	0.9264	0.9085
0.5879	5.0	255	0.0217	0.6415	0.7835	0.9894	nan	0.9897	0.9672	0.0	0.9669	0.9936	0.9801	0.9434	0.0	0.9337	0.9919
0.0326	6.0	306	0.0248	0.6391	0.7802	0.9869	nan	0.9736	0.9574	0.0	0.9710	0.9991	0.9734	0.9378	0.0	0.9347	0.9889
0.039	7.0	357	0.0200	0.6374	0.7835	0.9898	nan	0.9876	0.9384	0.0	0.9942	0.9971	0.9827	0.9304	0.0	0.9172	0.9941
0.0496	8.0	408	0.0538	0.6341	0.7761	0.9797	nan	0.9582	0.9447	0.0	0.9815	0.9959	0.9544	0.9328	0.0	0.9357	0.9820
0.0696	9.0	459	0.0146	0.6429	0.7811	0.9923	nan	0.9951	0.9707	0.0	0.9427	0.9969	0.9900	0.9374	0.0	0.9342	0.9957
0.0288	10.0	510	0.0162	0.6442	0.7838	0.9911	nan	0.9852	0.9836	0.0	0.9522	0.9981	0.9817	0.9523	0.0	0.9392	0.9921
1.0259	11.0	561	0.0144	0.6485	0.7877	0.9940	nan	0.9973	0.9740	0.0	0.9709	0.9963	0.9903	0.9560	0.0	0.9495	0.9952
0.0823	12.0	612	0.0113	0.6490	0.7875	0.9939	nan	0.9911	0.9788	0.0	0.9686	0.9992	0.9898	0.9558	0.0	0.9518	0.9966
0.0185	13.0	663	0.0119	0.6428	0.7814	0.9934	nan	0.9916	0.9869	0.0	0.9289	0.9998	0.9912	0.9445	0.0	0.9247	0.9964
0.9145	14.0	714	0.0126	0.6484	0.7887	0.9935	nan	0.9937	0.9647	0.0	0.9878	0.9973	0.9897	0.9538	0.0	0.9505	0.9964
0.0202	15.0	765	0.0106	0.6520	0.7908	0.9941	nan	0.9938	0.9844	0.0260	0.9508	0.9987	0.9913	0.9548	0.0260	0.9440	0.9961
0.0078	16.0	816	0.0116	0.6699	0.8123	0.9938	nan	0.9898	0.9779	0.1152	0.9792	0.9991	0.9882	0.9618	0.1152	0.9574	0.9969
0.0117	17.0	867	0.0535	0.6777	0.8281	0.9847	nan	0.9621	0.9627	0.2230	0.9929	0.9995	0.9608	0.9571	0.2222	0.9467	0.9796
0.0059	18.0	918	0.0094	0.6736	0.8159	0.9954	nan	0.9952	0.9857	0.1413	0.9578	0.9994	0.9941	0.9590	0.1413	0.9497	0.9974
0.0116	19.0	969	0.0091	0.7029	0.8511	0.9949	nan	0.9949	0.9803	0.3048	0.9776	0.9980	0.9915	0.9630	0.3048	0.9606	0.9974
0.0077	20.0	1020	0.0093	0.6959	0.8428	0.9951	nan	0.9932	0.9773	0.2602	0.9841	0.9991	0.9918	0.9633	0.2602	0.9622	0.9978
0.1688	21.0	1071	0.0093	0.6800	0.8230	0.9951	nan	0.9930	0.9819	0.1710	0.9694	0.9998	0.9927	0.9606	0.1710	0.9580	0.9976
0.0107	22.0	1122	0.0087	0.7169	0.8690	0.9951	nan	0.9929	0.9725	0.3903	0.9896	0.9996	0.9924	0.9652	0.3846	0.9620	0.9974
0.0107	23.0	1173	0.0071	0.7138	0.8653	0.9963	nan	0.9953	0.9783	0.3643	0.9892	0.9996	0.9946	0.9683	0.3616	0.9602	0.9983
0.0071	24.0	1224	0.0081	0.7068	0.8554	0.9954	nan	0.9946	0.9768	0.3197	0.9873	0.9987	0.9933	0.9672	0.3197	0.9632	0.9977
0.0289	25.0	1275	0.0092	0.7314	0.8902	0.9948	nan	0.9928	0.9660	0.4981	0.9944	0.9995	0.9920	0.9610	0.4855	0.9532	0.9966
0.0053	26.0	1326	0.0074	0.7407	0.9026	0.9957	nan	0.9946	0.9818	0.5613	0.9756	0.9996	0.9939	0.9656	0.5225	0.9641	0.9981
0.0106	27.0	1377	0.0072	0.7380	0.8946	0.9966	nan	0.9967	0.9866	0.5167	0.9736	0.9994	0.9954	0.9700	0.5	0.9639	0.9985
0.0114	28.0	1428	0.0066	0.7467	0.9093	0.9962	nan	0.9948	0.9826	0.5874	0.9821	0.9997	0.9942	0.9709	0.5505	0.9667	0.9980
0.0011	29.0	1479	0.0070	0.7285	0.8822	0.9961	nan	0.9945	0.9772	0.4498	0.9898	0.9998	0.9941	0.9688	0.4465	0.9636	0.9979
0.005	30.0	1530	0.0073	0.7340	0.8880	0.9962	nan	0.9942	0.9881	0.4833	0.9746	0.9999	0.9939	0.9722	0.4745	0.9659	0.9974
0.0222	31.0	1581	0.0065	0.7163	0.8660	0.9966	nan	0.9960	0.9847	0.3680	0.9817	0.9996	0.9952	0.9711	0.3653	0.9677	0.9985
0.0096	32.0	1632	0.0061	0.7221	0.8730	0.9969	nan	0.9951	0.9901	0.3978	0.9822	0.9999	0.9949	0.9761	0.3934	0.9701	0.9983
0.0065	33.0	1683	0.0058	0.7199	0.8702	0.9969	nan	0.9954	0.9869	0.3829	0.9860	0.9997	0.9951	0.9759	0.3787	0.9713	0.9981
0.0073	34.0	1734	0.0061	0.7439	0.9009	0.9967	nan	0.9946	0.9887	0.5390	0.9824	0.9998	0.9943	0.9769	0.5235	0.9708	0.9980
0.0163	35.0	1785	0.0065	0.7411	0.9025	0.9964	nan	0.9962	0.9730	0.5502	0.9938	0.9995	0.9953	0.9678	0.5248	0.9604	0.9985
0.0184	36.0	1836	0.0347	0.7335	0.8907	0.9878	nan	0.9692	0.9851	0.5130	0.9877	0.9986	0.9668	0.9753	0.5036	0.9715	0.9839
0.0067	37.0	1887	0.0062	0.7382	0.8952	0.9964	nan	0.9958	0.9787	0.5093	0.9931	0.9992	0.9944	0.9735	0.4964	0.9671	0.9980
0.0097	38.0	1938	0.0054	0.7367	0.8911	0.9972	nan	0.9962	0.9889	0.4870	0.9836	0.9997	0.9955	0.9781	0.4746	0.9732	0.9985
0.019	39.0	1989	0.0062	0.7524	0.9177	0.9968	nan	0.9966	0.9852	0.6208	0.9870	0.9990	0.9948	0.9770	0.5719	0.9730	0.9980
0.0199	40.0	2040	0.0071	0.7409	0.9025	0.9962	nan	0.9978	0.9683	0.5502	0.9975	0.9986	0.9953	0.9657	0.5343	0.9522	0.9982
0.0137	41.0	2091	0.0054	0.7488	0.9086	0.9971	nan	0.9965	0.9830	0.5725	0.9913	0.9995	0.9957	0.9764	0.55	0.9720	0.9988
0.0054	42.0	2142	0.0056	0.7452	0.9019	0.9969	nan	0.9954	0.9861	0.5390	0.9895	0.9996	0.9950	0.9779	0.5254	0.9744	0.9983
0.0096	43.0	2193	0.0054	0.7449	0.9049	0.9972	nan	0.9972	0.9815	0.5539	0.9923	0.9994	0.9962	0.9752	0.5284	0.9712	0.9987
0.0084	44.0	2244	0.0052	0.7481	0.9072	0.9973	nan	0.9971	0.9891	0.5688	0.9814	0.9995	0.9963	0.9771	0.5445	0.9722	0.9986
0.0132	45.0	2295	0.0051	0.7273	0.8796	0.9974	nan	0.9965	0.9844	0.4238	0.9934	0.9997	0.9961	0.9773	0.4207	0.9712	0.9987
0.0036	46.0	2346	0.0056	0.7474	0.9166	0.9968	nan	0.9966	0.9772	0.6134	0.9962	0.9994	0.9959	0.9722	0.5537	0.9642	0.9986
0.0166	47.0	2397	0.0058	0.7487	0.9132	0.9969	nan	0.9967	0.9840	0.6022	0.9836	0.9995	0.9961	0.9737	0.5492	0.9745	0.9987
0.0112	48.0	2448	0.0051	0.7475	0.9097	0.9973	nan	0.9975	0.9799	0.5762	0.9954	0.9995	0.9967	0.9757	0.5439	0.9699	0.9988
0.0067	49.0	2499	0.0050	0.7364	0.8900	0.9974	nan	0.9983	0.9873	0.4758	0.9899	0.9988	0.9962	0.9798	0.4689	0.9752	0.9985
0.0024	50.0	2550	0.0055	0.7422	0.8980	0.9970	nan	0.9954	0.9924	0.5242	0.9783	0.9998	0.9953	0.9782	0.5109	0.9706	0.9983
0.0117	51.0	2601	0.0048	0.7623	0.9350	0.9976	nan	0.9986	0.9900	0.7026	0.9849	0.9989	0.9967	0.9802	0.6238	0.9748	0.9986
0.0045	52.0	2652	0.0053	0.7464	0.9054	0.9970	nan	0.9956	0.9828	0.5539	0.9950	0.9998	0.9954	0.9772	0.5360	0.9714	0.9986
0.0073	53.0	2703	0.0049	0.7402	0.8941	0.9973	nan	0.9965	0.9877	0.4944	0.9928	0.9993	0.9955	0.9817	0.4890	0.9766	0.9985
0.0039	54.0	2754	0.0267	0.7442	0.9105	0.9893	nan	0.9704	0.9867	0.6022	0.9933	0.9999	0.9702	0.9806	0.5548	0.9750	0.9845
0.0182	55.0	2805	0.0111	0.7497	0.9116	0.9949	nan	0.9889	0.9839	0.5911	0.9944	0.9997	0.9886	0.9786	0.5618	0.9744	0.9945
0.0147	56.0	2856	0.0050	0.7481	0.9079	0.9973	nan	0.9974	0.9838	0.5651	0.9943	0.9992	0.9960	0.9789	0.5409	0.9741	0.9987
0.0021	57.0	2907	0.0087	0.7470	0.9218	0.9961	nan	0.9966	0.9653	0.6506	0.9968	0.9995	0.9959	0.9625	0.5556	0.9695	0.9988
0.0101	58.0	2958	0.0048	0.7506	0.9126	0.9975	nan	0.9980	0.9858	0.5874	0.9928	0.9990	0.9961	0.9805	0.5505	0.9781	0.9986
0.0007	59.0	3009	0.0185	0.7440	0.9043	0.9924	nan	0.9804	0.9854	0.5613	0.9943	0.9999	0.9802	0.9804	0.5374	0.9765	0.9897
0.0071	60.0	3060	0.0053	0.7469	0.9077	0.9975	nan	0.9973	0.9804	0.5651	0.9958	0.9998	0.9968	0.9769	0.5352	0.9732	0.9989
0.0046	61.0	3111	0.0051	0.7434	0.8989	0.9974	nan	0.9962	0.9901	0.5204	0.9882	0.9997	0.9958	0.9809	0.5054	0.9796	0.9987
0.0124	62.0	3162	0.0493	0.7390	0.8974	0.9883	nan	0.9677	0.9892	0.5428	0.9877	0.9997	0.9670	0.9811	0.5233	0.9801	0.9824
0.0042	63.0	3213	0.0349	0.7398	0.9029	0.9885	nan	0.9692	0.9819	0.5688	0.9951	0.9996	0.9686	0.9777	0.5331	0.9756	0.9837
0.0038	64.0	3264	0.0042	0.7585	0.9262	0.9979	nan	0.9979	0.9905	0.6543	0.9889	0.9994	0.9970	0.9826	0.5926	0.9798	0.9989
0.0042	65.0	3315	0.0048	0.7479	0.9080	0.9977	nan	0.9971	0.9899	0.5651	0.9883	0.9997	0.9966	0.9810	0.5315	0.9793	0.9989
0.0088	66.0	3366	0.0044	0.7470	0.9028	0.9978	nan	0.9979	0.9890	0.5353	0.9925	0.9993	0.9968	0.9829	0.5236	0.9796	0.9989
0.0234	67.0	3417	0.0047	0.7580	0.9258	0.9976	nan	0.9966	0.9913	0.6543	0.9873	0.9997	0.9963	0.9816	0.5906	0.9803	0.9989
0.006	68.0	3468	0.0043	0.7564	0.9197	0.9979	nan	0.9972	0.9902	0.6208	0.9905	0.9998	0.9969	0.9833	0.5779	0.9819	0.9988
0.0049	69.0	3519	0.0061	0.7538	0.9198	0.9967	nan	0.9945	0.9853	0.6245	0.9950	0.9995	0.9940	0.9810	0.5714	0.9792	0.9974
0.0109	70.0	3570	0.0046	0.7515	0.9125	0.9980	nan	0.9980	0.9876	0.5836	0.9936	0.9997	0.9973	0.9828	0.5490	0.9811	0.9991
0.0031	71.0	3621	0.0046	0.7651	0.9396	0.9978	nan	0.9971	0.9854	0.7212	0.9942	0.9999	0.9968	0.9816	0.6340	0.9796	0.9985
0.0082	72.0	3672	0.0048	0.7638	0.9344	0.9976	nan	0.9972	0.9839	0.6952	0.9958	0.9997	0.9968	0.9806	0.6296	0.9766	0.9990
0.0111	73.0	3723	0.0045	0.7523	0.9105	0.9978	nan	0.9968	0.9915	0.5762	0.9881	0.9999	0.9966	0.9837	0.5536	0.9814	0.9988
0.0037	74.0	3774	0.0043	0.7582	0.9194	0.9980	nan	0.9972	0.9904	0.6171	0.9924	0.9997	0.9968	0.9848	0.5866	0.9822	0.9988
0.0033	75.0	3825	0.0045	0.7589	0.9241	0.9976	nan	0.9965	0.9851	0.6431	0.9960	0.9998	0.9963	0.9818	0.5986	0.9780	0.9987
0.0034	76.0	3876	0.0044	0.7659	0.9369	0.9977	nan	0.9969	0.9877	0.7063	0.9936	0.9997	0.9966	0.9828	0.6355	0.9818	0.9988
0.0034	77.0	3927	0.0046	0.7684	0.9414	0.9978	nan	0.9969	0.9907	0.7286	0.9910	0.9997	0.9964	0.9847	0.6469	0.9833	0.9991
0.009	78.0	3978	0.0175	0.7551	0.9176	0.9927	nan	0.9815	0.9898	0.6245	0.9929	0.9993	0.9806	0.9840	0.5936	0.9820	0.9905
0.0039	79.0	4029	0.0047	0.7647	0.9340	0.9976	nan	0.9959	0.9905	0.6914	0.9921	0.9998	0.9957	0.9846	0.6263	0.9831	0.9982
0.0098	80.0	4080	0.0049	0.7635	0.9341	0.9973	nan	0.9963	0.9820	0.6952	0.9975	0.9997	0.9961	0.9782	0.6339	0.9739	0.9990
0.0017	81.0	4131	0.0036	0.7585	0.9201	0.9981	nan	0.9978	0.9919	0.6208	0.9904	0.9997	0.9972	0.9854	0.5860	0.9835	0.9991
0.0042	82.0	4182	0.0095	0.7578	0.9230	0.9951	nan	0.9882	0.9902	0.6431	0.9936	0.9998	0.9879	0.9854	0.5966	0.9830	0.9939
0.0083	83.0	4233	0.0039	0.7584	0.9230	0.9981	nan	0.9982	0.9934	0.6357	0.9884	0.9994	0.9974	0.9854	0.5856	0.9831	0.9990
0.0095	84.0	4284	0.0041	0.7550	0.9166	0.9981	nan	0.9982	0.9914	0.6059	0.9880	0.9995	0.9974	0.9834	0.5679	0.9824	0.9990
0.0043	85.0	4335	0.0046	0.7669	0.9403	0.9977	nan	0.9971	0.9846	0.7249	0.9951	0.9998	0.9968	0.9810	0.6436	0.9816	0.9987
0.0039	86.0	4386	0.0049	0.7611	0.9259	0.9977	nan	0.9967	0.9889	0.6506	0.9938	0.9996	0.9960	0.9834	0.6055	0.9830	0.9987
0.0105	87.0	4437	0.0048	0.7603	0.9241	0.9976	nan	0.9968	0.9907	0.6431	0.9902	0.9995	0.9965	0.9839	0.5986	0.9839	0.9988
0.0021	88.0	4488	0.0041	0.7675	0.9358	0.9982	nan	0.9981	0.9895	0.6989	0.9928	0.9997	0.9975	0.9848	0.6395	0.9841	0.9991
0.0131	89.0	4539	0.0040	0.7648	0.9293	0.9983	nan	0.9989	0.9894	0.6654	0.9935	0.9994	0.9978	0.9849	0.6237	0.9832	0.9991
0.0019	90.0	4590	0.0043	0.7597	0.9217	0.9978	nan	0.9981	0.9934	0.6357	0.9821	0.9994	0.9973	0.9823	0.6	0.9797	0.9989
0.0026	91.0	4641	0.0040	0.7642	0.9299	0.9981	nan	0.9978	0.9890	0.6691	0.9938	0.9997	0.9973	0.9848	0.6207	0.9837	0.9990
0.0112	92.0	4692	0.0045	0.7664	0.9362	0.9979	nan	0.9981	0.9859	0.7026	0.9946	0.9996	0.9973	0.9822	0.6364	0.9833	0.9991
0.0072	93.0	4743	0.0046	0.7638	0.9268	0.9979	nan	0.9972	0.9879	0.6543	0.9945	0.9998	0.9970	0.9837	0.6197	0.9837	0.9988
0.0048	94.0	4794	0.0039	0.7668	0.9368	0.9983	nan	0.9987	0.9879	0.7026	0.9952	0.9996	0.9981	0.9841	0.6364	0.9831	0.9992
0.0022	95.0	4845	0.0038	0.7730	0.9475	0.9984	nan	0.9990	0.9890	0.7546	0.9954	0.9995	0.9980	0.9854	0.6722	0.9832	0.9991
0.0018	96.0	4896	0.0045	0.7674	0.9373	0.9979	nan	0.9970	0.9872	0.7063	0.9962	0.9998	0.9968	0.9841	0.6419	0.9825	0.9989
0.0068	97.0	4947	0.0038	0.7546	0.9117	0.9983	nan	0.9982	0.9948	0.5799	0.9861	0.9997	0.9977	0.9854	0.5632	0.9824	0.9990
0.0137	98.0	4998	0.0045	0.7689	0.9343	0.9979	nan	0.9977	0.9900	0.6914	0.9930	0.9993	0.9967	0.9846	0.6481	0.9852	0.9991
0.0029	99.0	5049	0.0055	0.7739	0.9460	0.9974	nan	0.9953	0.9898	0.7509	0.9941	0.9998	0.9950	0.9858	0.6801	0.9850	0.9977
0.0103	100.0	5100	0.0040	0.7689	0.9346	0.9982	nan	0.9977	0.9919	0.6914	0.9922	0.9996	0.9972	0.9860	0.6458	0.9855	0.9989
0.003	101.0	5151	0.0040	0.7736	0.9493	0.9982	nan	0.9984	0.9854	0.7658	0.9971	0.9997	0.9979	0.9830	0.6821	0.9796	0.9991
0.0036	102.0	5202	0.0037	0.7672	0.9347	0.9983	nan	0.9980	0.9933	0.6914	0.9910	0.9996	0.9975	0.9869	0.6348	0.9852	0.9991
0.0126	103.0	5253	0.0253	0.7568	0.9209	0.9915	nan	0.9761	0.9929	0.6431	0.9922	0.9999	0.9759	0.9873	0.6049	0.9857	0.9872
0.0064	104.0	5304	0.0040	0.7722	0.9429	0.9982	nan	0.9979	0.9908	0.7323	0.9938	0.9996	0.9972	0.9865	0.6655	0.9847	0.9991
0.0099	105.0	5355	0.0038	0.7652	0.9295	0.9983	nan	0.9980	0.9909	0.6654	0.9937	0.9996	0.9974	0.9864	0.6237	0.9848	0.9991
0.0031	106.0	5406	0.0042	0.7695	0.9410	0.9979	nan	0.9983	0.9871	0.7249	0.9957	0.9992	0.9969	0.9839	0.6544	0.9826	0.9989
0.0068	107.0	5457	0.0039	0.7664	0.9312	0.9981	nan	0.9972	0.9939	0.6766	0.9883	0.9998	0.9969	0.9862	0.6319	0.9845	0.9990
0.0009	108.0	5508	0.0037	0.7541	0.9128	0.9983	nan	0.9978	0.9912	0.5799	0.9951	0.9998	0.9974	0.9861	0.5571	0.9845	0.9991
0.0061	109.0	5559	0.0036	0.7607	0.9222	0.9983	nan	0.9978	0.9934	0.6283	0.9916	0.9998	0.9974	0.9872	0.5951	0.9855	0.9991
0.0105	110.0	5610	0.0039	0.7686	0.9382	0.9983	nan	0.9983	0.9919	0.7100	0.9914	0.9996	0.9976	0.9862	0.6431	0.9853	0.9992
0.0032	111.0	5661	0.0037	0.7650	0.9287	0.9984	nan	0.9982	0.9925	0.6617	0.9915	0.9997	0.9978	0.9868	0.6202	0.9860	0.9991
0.0074	112.0	5712	0.0046	0.7639	0.9291	0.9981	nan	0.9977	0.9888	0.6654	0.9938	0.9997	0.9973	0.9841	0.6172	0.9852	0.9992
0.0042	113.0	5763	0.0041	0.7660	0.9331	0.9982	nan	0.9978	0.9905	0.6840	0.9937	0.9998	0.9974	0.9857	0.6280	0.9856	0.9992
0.0047	114.0	5814	0.0041	0.7669	0.9345	0.9982	nan	0.9980	0.9918	0.6914	0.9915	0.9997	0.9975	0.9859	0.6327	0.9862	0.9992
0.0027	115.0	5865	0.0040	0.7703	0.9407	0.9982	nan	0.9976	0.9915	0.7212	0.9934	0.9998	0.9973	0.9865	0.6532	0.9860	0.9991
0.0049	116.0	5916	0.0043	0.7690	0.9391	0.9983	nan	0.9987	0.9870	0.7138	0.9968	0.9995	0.9978	0.9843	0.6508	0.9820	0.9992
0.0009	117.0	5967	0.0039	0.7732	0.9446	0.9983	nan	0.9977	0.9898	0.7398	0.9960	0.9998	0.9974	0.9860	0.6723	0.9845	0.9991
0.0071	118.0	6018	0.0041	0.7660	0.9328	0.9982	nan	0.9980	0.9933	0.6840	0.9891	0.9996	0.9973	0.9862	0.6280	0.9853	0.9992
0.0027	119.0	6069	0.0034	0.7703	0.9448	0.9985	nan	0.9984	0.9922	0.7398	0.9939	0.9997	0.9980	0.9878	0.6503	0.9867	0.9992
0.0017	120.0	6120	0.0037	0.7716	0.9424	0.9983	nan	0.9980	0.9908	0.7286	0.9951	0.9997	0.9977	0.9869	0.6599	0.9857	0.9991
0.0082	121.0	6171	0.0037	0.7698	0.9409	0.9983	nan	0.9980	0.9909	0.7212	0.9945	0.9997	0.9977	0.9867	0.6488	0.9863	0.9992
0.0052	122.0	6222	0.0037	0.7749	0.9484	0.9985	nan	0.9983	0.9920	0.7584	0.9938	0.9997	0.9978	0.9878	0.6777	0.9869	0.9992
0.008	123.0	6273	0.0038	0.7767	0.9528	0.9982	nan	0.9975	0.9896	0.7807	0.9965	0.9999	0.9972	0.9864	0.6931	0.9845	0.9991
0.0042	124.0	6324	0.0046	0.7684	0.9373	0.9982	nan	0.9985	0.9888	0.7063	0.9932	0.9996	0.9979	0.9842	0.6419	0.9870	0.9992
0.0015	125.0	6375	0.0038	0.7656	0.9311	0.9984	nan	0.9984	0.9901	0.6729	0.9944	0.9996	0.9979	0.9858	0.6241	0.9863	0.9992
0.0027	126.0	6426	0.0040	0.7711	0.9408	0.9983	nan	0.9976	0.9905	0.7212	0.9948	0.9998	0.9973	0.9866	0.6576	0.9861	0.9991
0.0025	127.0	6477	0.0038	0.7765	0.9512	0.9984	nan	0.9981	0.9907	0.7732	0.9943	0.9998	0.9977	0.9867	0.6887	0.9867	0.9991
0.1184	128.0	6528	0.0038	0.7755	0.9483	0.9984	nan	0.9978	0.9912	0.7584	0.9943	0.9999	0.9976	0.9872	0.6823	0.9867	0.9990
0.0059	129.0	6579	0.0037	0.7761	0.9490	0.9985	nan	0.9982	0.9925	0.7621	0.9923	0.9998	0.9978	0.9873	0.6856	0.9867	0.9992
0.0072	130.0	6630	0.0038	0.7676	0.9322	0.9985	nan	0.9981	0.9919	0.6766	0.9947	0.9998	0.9977	0.9875	0.6341	0.9871	0.9992
0.0107	131.0	6681	0.0039	0.7712	0.9422	0.9984	nan	0.9981	0.9920	0.7286	0.9925	0.9998	0.9978	0.9870	0.6555	0.9875	0.9992
0.0159	132.0	6732	0.0036	0.7729	0.9426	0.9986	nan	0.9983	0.9929	0.7286	0.9934	0.9998	0.9979	0.9882	0.6644	0.9874	0.9993
0.0013	133.0	6783	0.0036	0.7699	0.9364	0.9985	nan	0.9984	0.9920	0.6989	0.9930	0.9997	0.9979	0.9867	0.6483	0.9873	0.9993
0.0002	134.0	6834	0.0033	0.7754	0.9461	0.9985	nan	0.9984	0.9932	0.7472	0.9922	0.9997	0.9979	0.9876	0.6814	0.9865	0.9993
0.0122	135.0	6885	0.0034	0.7787	0.9529	0.9985	nan	0.9985	0.9900	0.7807	0.9957	0.9997	0.9980	0.9867	0.7023	0.9858	0.9992
0.0063	136.0	6936	0.0035	0.7745	0.9447	0.9985	nan	0.9984	0.9925	0.7398	0.9930	0.9997	0.9980	0.9876	0.6746	0.9874	0.9992
0.0045	137.0	6987	0.0035	0.7775	0.9514	0.9985	nan	0.9985	0.9912	0.7732	0.9944	0.9997	0.9980	0.9874	0.6933	0.9870	0.9992
0.0069	138.0	7038	0.0038	0.7716	0.9402	0.9984	nan	0.9980	0.9910	0.7175	0.9947	0.9997	0.9977	0.9868	0.6587	0.9871	0.9992
0.0066	139.0	7089	0.0036	0.7784	0.9530	0.9985	nan	0.9983	0.9929	0.7807	0.9934	0.9997	0.9979	0.9882	0.6977	0.9875	0.9992
0.004	140.0	7140	0.0035	0.7777	0.9538	0.9985	nan	0.9980	0.9920	0.7844	0.9946	0.9998	0.9977	0.9881	0.6941	0.9873	0.9991
0.0086	141.0	7191	0.0035	0.7763	0.9508	0.9986	nan	0.9986	0.9919	0.7695	0.9942	0.9997	0.9981	0.9879	0.6854	0.9872	0.9993
0.0009	142.0	7242	0.0033	0.7769	0.9509	0.9986	nan	0.9985	0.9929	0.7695	0.9936	0.9998	0.9981	0.9886	0.6877	0.9877	0.9992
0.0018	143.0	7293	0.0036	0.7731	0.9449	0.9986	nan	0.9983	0.9929	0.7398	0.9935	0.9998	0.9980	0.9879	0.6656	0.9877	0.9992
0.0033	144.0	7344	0.0038	0.7753	0.9485	0.9985	nan	0.9983	0.9910	0.7584	0.9948	0.9998	0.9980	0.9871	0.68	0.9873	0.9992
0.0048	145.0	7395	0.0034	0.7781	0.9530	0.9986	nan	0.9987	0.9922	0.7807	0.9938	0.9997	0.9982	0.9880	0.6954	0.9877	0.9993
0.0019	146.0	7446	0.0035	0.7800	0.9590	0.9986	nan	0.9984	0.9916	0.8104	0.9948	0.9998	0.9980	0.9877	0.7078	0.9875	0.9992
0.0083	147.0	7497	0.0036	0.7768	0.9500	0.9986	nan	0.9988	0.9907	0.7658	0.9950	0.9997	0.9982	0.9871	0.6890	0.9872	0.9993
0.0008	148.0	7548	0.0035	0.7791	0.9540	0.9987	nan	0.9986	0.9924	0.7844	0.9948	0.9998	0.9981	0.9885	0.7010	0.9875	0.9993
0.0012	149.0	7599	0.0037	0.7740	0.9455	0.9985	nan	0.9983	0.9927	0.7435	0.9932	0.9998	0.9980	0.9877	0.6711	0.9878	0.9992
0.0041	150.0	7650	0.0035	0.7779	0.9529	0.9985	nan	0.9984	0.9912	0.7807	0.9946	0.9997	0.9980	0.9872	0.6954	0.9874	0.9992

Framework versions

Transformers 4.32.1
Pytorch 2.0.1+cu118
Datasets 2.14.4
Tokenizers 0.13.3

segformer-b2-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