segformer-b0-finetuned-metallography_DsH

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: 1.0477
Mean Iou: 0.4661
Mean Accuracy: 0.7621
Overall Accuracy: 0.5726
Accuracy Background: nan
Accuracy Haz: 0.8554
Accuracy Matrix: 0.9942
Accuracy Porosity: nan
Accuracy Carbides: 0.8332
Accuracy Substrate: 0.3653
Iou Background: 0.0
Iou Haz: 0.2374
Iou Matrix: 0.9145
Iou Porosity: nan
Iou Carbides: 0.8251
Iou Substrate: 0.3535

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: 1
eval_batch_size: 1
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
1.7381	1.0	11	1.7691	0.1869	0.3723	0.4076	nan	0.4054	0.3920	nan	0.2592	0.4327	0.1991	0.3083	0.0	0.2140	0.4001
1.675	2.0	22	1.7130	0.2742	0.5650	0.6780	nan	0.1629	0.8634	nan	0.4419	0.7919	0.1227	0.4302	0.0	0.3669	0.7255
1.1522	3.0	33	1.5499	0.2911	0.5798	0.7764	nan	0.2718	0.9673	nan	0.1374	0.9428	0.2314	0.5293	0.0	0.1355	0.8503
1.6395	4.0	44	1.3972	0.2859	0.5743	0.7840	nan	0.3718	0.9765	nan	0.0011	0.9477	0.3190	0.5336	0.0	0.0011	0.8615
1.1546	5.0	55	1.2742	0.2255	0.6029	0.5582	nan	0.8610	0.9919	nan	0.1173	0.4414	0.3024	0.5091	0.0	0.1141	0.4275
1.6282	6.0	66	1.2012	0.3762	0.7371	0.7813	nan	0.8062	0.9399	nan	0.4141	0.7883	0.4531	0.6864	0.0	0.3650	0.7527
1.0151	7.0	77	1.2024	0.2556	0.5377	0.7563	nan	0.0134	0.9756	nan	0.1993	0.9625	0.0131	0.4494	0.0	0.1898	0.8814
0.8076	8.0	88	1.1667	0.3139	0.6028	0.7914	nan	0.0101	0.9426	nan	0.4678	0.9907	0.0099	0.6166	0.0	0.4212	0.8359
0.8764	9.0	99	1.0597	0.3298	0.7207	0.5545	nan	0.9254	0.9056	nan	0.6920	0.3600	0.2560	0.7829	0.0	0.5874	0.3525
1.1752	10.0	110	1.1314	0.3214	0.7098	0.6385	nan	0.8355	0.9407	nan	0.5304	0.5326	0.3179	0.6183	0.0	0.4801	0.5123
1.4486	11.0	121	1.2484	0.2846	0.6350	0.6980	nan	0.1589	0.9150	nan	0.6877	0.7785	0.1524	0.3709	0.0	0.4329	0.7512
1.3272	12.0	132	1.1417	0.3291	0.6362	0.8031	nan	0.0017	0.9369	nan	0.6136	0.9928	0.0017	0.5442	0.0	0.5432	0.8859
1.4312	13.0	143	1.1355	0.4830	0.8224	0.8877	nan	0.6534	0.8977	nan	0.7811	0.9574	0.5873	0.8169	0.0	0.6126	0.8815
0.9513	14.0	154	1.1596	0.2966	0.6402	0.7275	nan	0.0280	0.9188	nan	0.7678	0.8461	0.0271	0.4003	0.0	0.5587	0.7935
0.5568	15.0	165	1.2583	0.3650	0.6845	0.8206	nan	0.0482	0.9129	nan	0.7852	0.9916	0.0478	0.5742	0.0	0.6803	0.8877
0.6268	16.0	176	1.2006	0.3491	0.6685	0.8123	nan	0.0234	0.9348	nan	0.7293	0.9867	0.0233	0.5582	0.0	0.6217	0.8912
0.6765	17.0	187	1.2647	0.4633	0.7510	0.7786	nan	0.4859	0.9161	nan	0.7865	0.8156	0.4459	0.8039	nan	0.3027	0.7643
0.4768	18.0	198	1.1650	0.3752	0.6493	0.7526	nan	0.0149	0.9327	nan	0.7618	0.8877	0.0146	0.4297	nan	0.6045	0.8272
1.3089	19.0	209	1.1468	0.5654	0.8225	0.8737	nan	0.6693	0.9384	nan	0.7585	0.9240	0.5958	0.8114	nan	0.5670	0.8528
1.2066	20.0	220	1.1867	0.4595	0.7262	0.7981	nan	0.3777	0.9674	nan	0.6838	0.8757	0.3569	0.5069	nan	0.6166	0.8169
1.2331	21.0	231	1.2915	0.4479	0.6606	0.8039	nan	0.0307	0.9745	nan	0.6665	0.9705	0.0307	0.7606	nan	0.6414	0.8070
0.6159	22.0	242	1.2640	0.4123	0.6831	0.7610	nan	0.1177	0.9114	nan	0.8318	0.8716	0.1071	0.4243	nan	0.7032	0.8268
1.0868	23.0	253	1.1922	0.5409	0.8256	0.8228	nan	0.7353	0.9259	nan	0.8216	0.8195	0.4590	0.7623	nan	0.7104	0.7730
1.4023	24.0	264	1.1961	0.4181	0.6602	0.7910	nan	0.0411	0.9627	nan	0.6904	0.9465	0.0398	0.5693	nan	0.6598	0.8218
0.577	25.0	275	1.2328	0.5307	0.8236	0.8327	nan	0.6811	0.8305	nan	0.9259	0.8571	0.4831	0.7418	nan	0.6268	0.8021
1.2273	26.0	286	1.1917	0.4568	0.7918	0.6742	nan	0.8517	0.9280	nan	0.8414	0.5462	0.3351	0.6662	nan	0.7541	0.5284
1.0466	27.0	297	1.2039	0.5204	0.7612	0.8500	nan	0.3577	0.9032	nan	0.8226	0.9610	0.3416	0.7009	nan	0.7075	0.8520
0.9761	28.0	308	1.1454	0.5522	0.8099	0.8595	nan	0.5943	0.9462	nan	0.7854	0.9137	0.5416	0.6744	nan	0.6973	0.8475
1.2042	29.0	319	1.1094	0.5563	0.8347	0.8415	nan	0.7604	0.9556	nan	0.7808	0.8422	0.5189	0.8237	nan	0.6509	0.7878
0.5218	30.0	330	1.1270	0.4628	0.7809	0.6236	nan	0.8794	0.9542	nan	0.8388	0.4513	0.2775	0.8962	nan	0.7038	0.4364
1.0339	31.0	341	1.2239	0.3798	0.7282	0.5881	nan	0.8104	0.9556	nan	0.7202	0.4267	0.3258	0.4830	nan	0.6835	0.4066
0.2756	32.0	352	1.2510	0.2789	0.5526	0.4590	nan	0.2141	0.9764	nan	0.6533	0.3665	0.1730	0.2332	nan	0.6351	0.3533
0.8815	33.0	363	1.2020	0.4544	0.7825	0.6685	nan	0.7789	0.9443	nan	0.8584	0.5484	0.3055	0.7341	nan	0.7114	0.5210
0.8515	34.0	374	1.2342	0.4449	0.7711	0.6678	nan	0.7028	0.9632	nan	0.8570	0.5613	0.3227	0.5788	nan	0.7958	0.5271
1.0881	35.0	385	1.2352	0.4034	0.7324	0.5479	nan	0.8102	0.9768	nan	0.7969	0.3455	0.2384	0.7295	nan	0.7172	0.3318
1.1769	36.0	396	1.1124	0.4400	0.7594	0.5845	nan	0.8453	0.9672	nan	0.8312	0.3939	0.2512	0.8867	nan	0.6823	0.3797
0.4966	37.0	407	1.1987	0.3984	0.7513	0.6233	nan	0.8153	0.9861	nan	0.7302	0.4738	0.3375	0.5420	nan	0.6591	0.4536
1.0608	38.0	418	1.2127	0.4390	0.7480	0.5982	nan	0.7843	0.9758	nan	0.7981	0.4336	0.2458	0.8957	nan	0.6419	0.4119
1.0351	39.0	429	1.1509	0.5416	0.8181	0.7595	nan	0.7968	0.9323	nan	0.8467	0.6965	0.4190	0.8840	nan	0.7436	0.6614
0.1824	40.0	440	1.1530	0.5184	0.6863	0.5948	nan	0.4882	0.9837	nan	0.7710	0.5022	0.4608	0.8993	nan	0.7532	0.4787
0.9176	41.0	451	1.1700	0.5297	0.7870	0.7530	nan	0.6516	0.9789	nan	0.8009	0.7165	0.3279	0.8938	nan	0.7662	0.6604
0.1795	42.0	462	1.1209	0.4807	0.7452	0.5867	nan	0.7499	0.9574	nan	0.8534	0.4200	0.3043	0.9030	nan	0.7999	0.3964
0.4419	43.0	473	1.1726	0.4545	0.7478	0.5931	nan	0.8024	0.9834	nan	0.7844	0.4210	0.2516	0.8866	nan	0.7319	0.4024
0.7172	44.0	484	1.2022	0.4567	0.7720	0.5767	nan	0.9129	0.9758	nan	0.8376	0.3618	0.2591	0.9061	nan	0.7633	0.3550
0.1727	45.0	495	1.1276	0.4531	0.7561	0.5963	nan	0.7998	0.9792	nan	0.8227	0.4226	0.2435	0.9043	nan	0.7149	0.4029
0.2865	46.0	506	1.0873	0.4685	0.7745	0.5986	nan	0.8684	0.9781	nan	0.8446	0.4068	0.2556	0.9103	nan	0.7827	0.3940
0.4209	47.0	517	1.1636	0.4818	0.7844	0.6272	nan	0.8523	0.9551	nan	0.8712	0.4590	0.2738	0.9093	nan	0.7824	0.4435
0.3334	48.0	528	1.2138	0.4701	0.6833	0.5689	nan	0.5117	0.9874	nan	0.7821	0.4519	0.2691	0.8887	nan	0.7637	0.4288
0.3259	49.0	539	1.1707	0.4752	0.7520	0.6019	nan	0.7599	0.9773	nan	0.8299	0.4408	0.2550	0.9055	nan	0.7981	0.4173
0.3281	50.0	550	1.1507	0.4830	0.7748	0.6162	nan	0.8487	0.9777	nan	0.8307	0.4421	0.2770	0.9085	nan	0.8021	0.4276
0.3807	51.0	561	1.1460	0.4649	0.7452	0.5834	nan	0.7658	0.9816	nan	0.8241	0.4091	0.2320	0.9053	nan	0.7995	0.3878
0.592	52.0	572	1.1804	0.3726	0.7244	0.4900	nan	0.9527	0.9941	nan	0.7291	0.2219	0.2474	0.6735	nan	0.7219	0.2202
0.1996	53.0	583	1.1447	0.5142	0.7849	0.6895	nan	0.7172	0.9704	nan	0.8612	0.5908	0.3065	0.8956	nan	0.8154	0.5533
0.8476	54.0	594	1.1504	0.4267	0.7448	0.5743	nan	0.8102	0.9875	nan	0.7956	0.3860	0.2665	0.7165	nan	0.7793	0.3709
0.1582	55.0	605	1.1578	0.4690	0.6340	0.4602	nan	0.4719	0.9909	nan	0.7903	0.2830	0.3863	0.8989	nan	0.7791	0.2807
0.205	56.0	616	1.0721	0.4938	0.7582	0.5849	nan	0.8238	0.9848	nan	0.8284	0.3961	0.3651	0.9087	nan	0.8082	0.3872
0.1479	57.0	627	1.2173	0.4867	0.7105	0.5343	nan	0.7280	0.9709	nan	0.7983	0.3447	0.4313	0.8982	nan	0.7667	0.3372
0.6173	58.0	638	1.2168	0.3853	0.7026	0.3748	nan	0.9840	0.9861	nan	0.8244	0.0157	0.1986	0.9065	nan	0.8056	0.0157
0.262	59.0	649	1.1704	0.4093	0.7279	0.4141	nan	0.9843	0.9765	nan	0.8763	0.0746	0.2090	0.9206	nan	0.8425	0.0746
0.3467	60.0	660	1.1488	0.4628	0.7666	0.5735	nan	0.8835	0.9516	nan	0.8656	0.3657	0.2522	0.9031	nan	0.8024	0.3562
0.3382	61.0	671	1.1716	0.4619	0.7065	0.5130	nan	0.7564	0.9921	nan	0.7765	0.3011	0.3530	0.8934	nan	0.7670	0.2963
0.2536	62.0	682	1.1925	0.3868	0.7043	0.3690	nan	0.9841	0.9829	nan	0.8463	0.0039	0.1944	0.9128	nan	0.8229	0.0039
0.9474	63.0	693	0.9892	0.4844	0.7724	0.6168	nan	0.8177	0.9792	nan	0.8443	0.4484	0.2594	0.9159	nan	0.8172	0.4296
1.054	64.0	704	1.1229	0.4537	0.7598	0.5717	nan	0.8638	0.9814	nan	0.8282	0.3657	0.2462	0.8700	nan	0.7981	0.3544
1.2011	65.0	715	1.2316	0.3782	0.6969	0.3653	nan	0.9862	0.9894	nan	0.8111	0.0008	0.1943	0.8993	nan	0.7965	0.0008
0.2482	66.0	726	1.0872	0.4709	0.7664	0.5887	nan	0.8562	0.9873	nan	0.8283	0.3937	0.2521	0.9098	nan	0.8109	0.3816
0.9204	67.0	737	1.0164	0.5016	0.7730	0.6164	nan	0.7983	0.9752	nan	0.8684	0.4502	0.3213	0.9196	nan	0.8339	0.4331
0.0938	68.0	748	1.1595	0.4647	0.6536	0.4493	nan	0.5557	0.9841	nan	0.8343	0.2403	0.3620	0.9095	nan	0.8126	0.2393
0.1089	69.0	759	1.0617	0.5057	0.7255	0.5937	nan	0.6159	0.9859	nan	0.8414	0.4589	0.3506	0.9142	nan	0.8219	0.4418
0.3118	70.0	770	1.0553	0.4785	0.7711	0.6014	nan	0.8384	0.9839	nan	0.8449	0.4171	0.2493	0.9175	nan	0.8237	0.4021
0.4321	71.0	781	1.1092	0.4592	0.7686	0.5661	nan	0.9275	0.9878	nan	0.8185	0.3408	0.2523	0.9062	nan	0.8023	0.3351
0.502	72.0	792	1.0884	0.4591	0.7644	0.5718	nan	0.8987	0.9834	nan	0.8173	0.3583	0.2498	0.9002	nan	0.7951	0.3502
0.1995	73.0	803	1.0391	0.4622	0.7517	0.5836	nan	0.8205	0.9897	nan	0.7991	0.3977	0.2467	0.8967	nan	0.7860	0.3816
0.2238	74.0	814	1.1229	0.4486	0.7631	0.5412	nan	0.9525	0.9893	nan	0.8165	0.2942	0.2455	0.9042	nan	0.8019	0.2915
0.2051	75.0	825	1.1413	0.4301	0.7391	0.4764	nan	0.9521	0.9876	nan	0.8292	0.1875	0.2410	0.9102	nan	0.8123	0.1870
0.0681	76.0	836	1.1779	0.4604	0.7085	0.5159	nan	0.7182	0.9806	nan	0.8239	0.3112	0.3050	0.8949	nan	0.7996	0.3026
0.2802	77.0	847	0.9625	0.5045	0.7835	0.6629	nan	0.7696	0.9877	nan	0.8435	0.5332	0.2740	0.9158	nan	0.8264	0.5062
0.7571	78.0	858	1.0345	0.4720	0.7717	0.6003	nan	0.8637	0.9902	nan	0.8221	0.4108	0.2583	0.8946	nan	0.8086	0.3987
0.1948	79.0	869	1.1186	0.4499	0.7442	0.5319	nan	0.8680	0.9884	nan	0.8210	0.2993	0.2556	0.8972	nan	0.8053	0.2912
0.835	80.0	880	1.1586	0.3933	0.7116	0.3762	nan	0.9860	0.9818	nan	0.8661	0.0126	0.1959	0.9181	nan	0.8398	0.0126
0.3683	81.0	891	0.9352	0.4847	0.7712	0.6110	nan	0.8086	0.9853	nan	0.8521	0.4386	0.2519	0.9201	nan	0.8317	0.4198
0.123	82.0	902	0.9578	0.4667	0.7507	0.5814	nan	0.7869	0.9910	nan	0.8269	0.3980	0.2295	0.9105	nan	0.8145	0.3789
0.0599	83.0	913	1.0435	0.4860	0.6981	0.5493	nan	0.5860	0.9912	nan	0.8193	0.3958	0.3325	0.9085	nan	0.8075	0.3816
0.583	84.0	924	1.0053	0.4729	0.7381	0.5623	nan	0.7379	0.9854	nan	0.8521	0.3768	0.2575	0.9168	nan	0.8314	0.3590
0.2526	85.0	935	1.0024	0.4704	0.7556	0.5773	nan	0.8099	0.9880	nan	0.8398	0.3846	0.2467	0.9139	nan	0.8231	0.3686
0.1597	86.0	946	1.0144	0.4648	0.7473	0.5709	nan	0.7736	0.9869	nan	0.8462	0.3824	0.2211	0.9120	nan	0.8276	0.3633
0.6849	87.0	957	0.9265	0.4729	0.7534	0.5831	nan	0.7819	0.9888	nan	0.8424	0.4004	0.2391	0.9174	nan	0.8271	0.3809
0.1099	88.0	968	0.9252	0.4904	0.7651	0.5982	nan	0.8002	0.9868	nan	0.8543	0.4192	0.2941	0.9211	nan	0.8360	0.4009
0.0723	89.0	979	1.0957	0.4579	0.6928	0.4727	nan	0.7129	0.9884	nan	0.8304	0.2396	0.3238	0.9122	nan	0.8148	0.2388
0.1094	90.0	990	1.0718	0.4613	0.7450	0.5463	nan	0.8271	0.9895	nan	0.8326	0.3307	0.2533	0.9125	nan	0.8181	0.3226
0.2395	91.0	1001	1.0041	0.4683	0.7564	0.5741	nan	0.8192	0.9905	nan	0.8393	0.3767	0.2405	0.9137	nan	0.8258	0.3618
0.1401	92.0	1012	0.9566	0.4749	0.7675	0.5845	nan	0.8454	0.9880	nan	0.8505	0.3863	0.2487	0.9189	nan	0.8336	0.3731
0.3012	93.0	1023	1.0881	0.4586	0.7703	0.5517	nan	0.9402	0.9895	nan	0.8405	0.3109	0.2465	0.9135	nan	0.8257	0.3072
0.3767	94.0	1034	1.0864	0.4561	0.7429	0.5533	nan	0.8235	0.9933	nan	0.8095	0.3452	0.2426	0.9039	nan	0.8003	0.3338
0.1426	95.0	1045	1.0973	0.4530	0.7563	0.5499	nan	0.9035	0.9938	nan	0.8076	0.3204	0.2478	0.9037	nan	0.7991	0.3143
0.1333	96.0	1056	1.1061	0.4653	0.7454	0.5631	nan	0.8113	0.9928	nan	0.8140	0.3636	0.2666	0.9055	nan	0.8042	0.3499
0.6697	97.0	1067	1.0957	0.4595	0.7590	0.5697	nan	0.8701	0.9912	nan	0.8143	0.3604	0.2568	0.8881	nan	0.8024	0.3502
0.0631	98.0	1078	0.9948	0.4753	0.7582	0.5790	nan	0.8155	0.9876	nan	0.8445	0.3854	0.2585	0.9165	nan	0.8269	0.3746
0.1298	99.0	1089	1.0140	0.4715	0.7487	0.5670	nan	0.8007	0.9897	nan	0.8338	0.3705	0.2687	0.9122	nan	0.8194	0.3571
0.7067	100.0	1100	1.1264	0.4438	0.7023	0.4851	nan	0.7635	0.9932	nan	0.8023	0.2502	0.2775	0.9001	nan	0.7932	0.2483
0.0439	101.0	1111	1.1105	0.4516	0.7384	0.5227	nan	0.8480	0.9906	nan	0.8271	0.2878	0.2497	0.9097	nan	0.8141	0.2843
0.2101	102.0	1122	1.0727	0.4542	0.7654	0.5319	nan	0.9435	0.9876	nan	0.8543	0.2763	0.2433	0.9175	nan	0.8366	0.2737
0.1269	103.0	1133	1.0594	0.4568	0.7678	0.5445	nan	0.9393	0.9899	nan	0.8430	0.2989	0.2445	0.9155	nan	0.8288	0.2954
0.621	104.0	1144	1.0373	0.4535	0.7531	0.5571	nan	0.8720	0.9942	nan	0.8062	0.3399	0.2383	0.9003	nan	0.7984	0.3306
0.4194	105.0	1155	1.0347	0.4673	0.7536	0.5702	nan	0.8315	0.9931	nan	0.8207	0.3693	0.2585	0.9071	nan	0.8111	0.3599
0.0555	106.0	1166	1.0201	0.4595	0.7512	0.5647	nan	0.8429	0.9938	nan	0.8091	0.3590	0.2408	0.9066	nan	0.8013	0.3487
0.6207	107.0	1177	1.0548	0.4572	0.7375	0.5677	nan	0.7925	0.9950	nan	0.7828	0.3795	0.2546	0.8931	nan	0.7763	0.3620
0.603	108.0	1188	0.9939	0.4566	0.7497	0.5723	nan	0.8354	0.9944	nan	0.7939	0.3751	0.2370	0.8983	nan	0.7865	0.3614
0.6983	109.0	1199	1.0979	0.4646	0.7691	0.5713	nan	0.9042	0.9919	nan	0.8277	0.3527	0.2493	0.9116	nan	0.8165	0.3457
0.0869	110.0	1210	1.1647	0.3969	0.7151	0.4011	nan	0.9845	0.9924	nan	0.8273	0.0564	0.2028	0.9086	nan	0.8167	0.0563
0.1189	111.0	1221	1.1479	0.4261	0.7432	0.4729	nan	0.9725	0.9930	nan	0.8318	0.1753	0.2225	0.9114	nan	0.8220	0.1746
0.2771	112.0	1232	1.2041	0.4004	0.7183	0.4087	nan	0.9837	0.9921	nan	0.8287	0.0689	0.2049	0.9105	nan	0.8177	0.0688
0.186	113.0	1243	1.0851	0.4528	0.7645	0.5355	nan	0.9486	0.9901	nan	0.8363	0.2829	0.2475	0.9135	nan	0.8226	0.2804
0.4058	114.0	1254	1.1068	0.4254	0.7419	0.4829	nan	0.9728	0.9941	nan	0.8060	0.1947	0.2335	0.9013	nan	0.7979	0.1942
0.3989	115.0	1265	1.1118	0.4456	0.7609	0.5298	nan	0.9594	0.9925	nan	0.8188	0.2728	0.2419	0.9069	nan	0.8084	0.2709
0.111	116.0	1276	1.0963	0.4601	0.7622	0.5619	nan	0.8887	0.9915	nan	0.8270	0.3414	0.2432	0.9088	nan	0.8152	0.3333
0.1938	117.0	1287	1.0145	0.4666	0.7541	0.5736	nan	0.8076	0.9905	nan	0.8399	0.3785	0.2304	0.9132	nan	0.8265	0.3627
0.1025	118.0	1298	1.1518	0.4533	0.7600	0.5343	nan	0.9205	0.9900	nan	0.8427	0.2869	0.2422	0.9133	nan	0.8285	0.2825
0.6886	119.0	1309	1.1476	0.4471	0.7377	0.5157	nan	0.8715	0.9941	nan	0.8134	0.2718	0.2555	0.9060	nan	0.8053	0.2688
0.1441	120.0	1320	1.1580	0.4355	0.6925	0.4519	nan	0.7585	0.9924	nan	0.8244	0.1945	0.2601	0.9101	nan	0.8140	0.1935
0.8077	121.0	1331	1.0284	0.4638	0.7512	0.5711	nan	0.8088	0.9917	nan	0.8288	0.3756	0.2291	0.9127	nan	0.8173	0.3596
0.616	122.0	1342	0.9351	0.4643	0.7512	0.5753	nan	0.8026	0.9935	nan	0.8245	0.3840	0.2292	0.9097	nan	0.8154	0.3672
0.2892	123.0	1353	1.0548	0.4614	0.7646	0.5636	nan	0.8950	0.9929	nan	0.8282	0.3421	0.2431	0.9112	nan	0.8183	0.3345
0.3844	124.0	1364	0.9935	0.4612	0.7333	0.5609	nan	0.7496	0.9936	nan	0.8152	0.3749	0.2338	0.9090	nan	0.8064	0.3569
0.0455	125.0	1375	0.9999	0.4696	0.7198	0.5521	nan	0.6894	0.9926	nan	0.8229	0.3744	0.2671	0.9103	nan	0.8126	0.3578
0.3508	126.0	1386	1.0738	0.4600	0.7495	0.5499	nan	0.8439	0.9927	nan	0.8291	0.3321	0.2474	0.9117	nan	0.8189	0.3219
0.3072	127.0	1397	1.0514	0.4607	0.7440	0.5470	nan	0.8194	0.9930	nan	0.8305	0.3331	0.2427	0.9157	nan	0.8210	0.3241
0.2819	128.0	1408	1.0166	0.4606	0.7455	0.5647	nan	0.8164	0.9947	nan	0.8050	0.3659	0.2461	0.9075	nan	0.7982	0.3509
0.0493	129.0	1419	0.9346	0.4632	0.7486	0.5778	nan	0.7948	0.9954	nan	0.8132	0.3910	0.2289	0.9073	nan	0.8069	0.3730
0.1104	130.0	1430	0.9884	0.4671	0.7575	0.5734	nan	0.8271	0.9923	nan	0.8371	0.3735	0.2338	0.9162	nan	0.8263	0.3592
0.3631	131.0	1441	1.0856	0.4677	0.7715	0.5716	nan	0.9017	0.9920	nan	0.8402	0.3520	0.2490	0.9156	nan	0.8289	0.3448
0.1057	132.0	1452	1.1595	0.4484	0.7558	0.5183	nan	0.9435	0.9931	nan	0.8303	0.2563	0.2528	0.9131	nan	0.8208	0.2553
0.1033	133.0	1463	1.0372	0.4659	0.7672	0.5699	nan	0.8858	0.9917	nan	0.8380	0.3535	0.2434	0.9152	nan	0.8264	0.3447
0.2936	134.0	1474	1.2287	0.4113	0.7295	0.4372	nan	0.9819	0.9933	nan	0.8275	0.1154	0.2129	0.9104	nan	0.8181	0.1153
0.0426	135.0	1485	1.1847	0.4428	0.7532	0.5175	nan	0.9533	0.9954	nan	0.8090	0.2551	0.2519	0.9057	nan	0.8028	0.2537
0.0903	136.0	1496	1.1297	0.4595	0.7689	0.5579	nan	0.9315	0.9933	nan	0.8268	0.3240	0.2494	0.9111	nan	0.8175	0.3194
0.1618	137.0	1507	1.1025	0.4697	0.7698	0.5740	nan	0.8821	0.9907	nan	0.8462	0.3601	0.2466	0.9178	nan	0.8329	0.3510
0.0287	138.0	1518	1.0516	0.4663	0.7633	0.5754	nan	0.8657	0.9937	nan	0.8254	0.3685	0.2477	0.9095	nan	0.8166	0.3577
0.0944	139.0	1529	1.0694	0.4676	0.7738	0.5723	nan	0.9121	0.9923	nan	0.8403	0.3506	0.2496	0.9150	nan	0.8293	0.3440
0.1208	140.0	1540	1.0423	0.4659	0.7773	0.5626	nan	0.9399	0.9902	nan	0.8521	0.3267	0.2499	0.9188	nan	0.8382	0.3225
0.1545	141.0	1551	1.0139	0.4689	0.7714	0.5746	nan	0.8914	0.9922	nan	0.8430	0.3589	0.2463	0.9158	nan	0.8319	0.3506
0.0967	142.0	1562	0.9457	0.4736	0.7635	0.5824	nan	0.8271	0.9901	nan	0.8500	0.3867	0.2384	0.9213	nan	0.8361	0.3720
0.0673	143.0	1573	1.1249	0.4463	0.7348	0.4867	nan	0.8844	0.9914	nan	0.8459	0.2175	0.2622	0.9194	nan	0.8337	0.2161
0.0269	144.0	1584	1.0908	0.4402	0.7548	0.5090	nan	0.9609	0.9943	nan	0.8268	0.2370	0.2353	0.9113	nan	0.8190	0.2354
0.1539	145.0	1595	1.0015	0.4659	0.7596	0.5714	nan	0.8527	0.9942	nan	0.8263	0.3650	0.2447	0.9130	nan	0.8183	0.3538
0.0658	146.0	1606	1.0219	0.4625	0.7676	0.5594	nan	0.9109	0.9930	nan	0.8363	0.3303	0.2463	0.9157	nan	0.8264	0.3241
0.0649	147.0	1617	1.0943	0.4507	0.7680	0.5283	nan	0.9749	0.9921	nan	0.8415	0.2635	0.2434	0.9172	nan	0.8303	0.2626
0.26	148.0	1628	1.0743	0.4520	0.7661	0.5388	nan	0.9559	0.9940	nan	0.8279	0.2866	0.2445	0.9116	nan	0.8195	0.2843
0.0939	149.0	1639	1.1060	0.4383	0.7560	0.5098	nan	0.9740	0.9951	nan	0.8186	0.2362	0.2365	0.9080	nan	0.8119	0.2353
0.0246	150.0	1650	1.0841	0.4660	0.7682	0.5587	nan	0.9069	0.9918	nan	0.8448	0.3292	0.2554	0.9185	nan	0.8331	0.3231
0.1524	151.0	1661	1.2289	0.4412	0.7525	0.4942	nan	0.9616	0.9916	nan	0.8459	0.2109	0.2421	0.9197	nan	0.8340	0.2102
0.07	152.0	1672	1.3116	0.3911	0.7075	0.3738	nan	0.9847	0.9918	nan	0.8440	0.0097	0.1953	0.9181	nan	0.8323	0.0097
0.2363	153.0	1683	1.1863	0.4082	0.7250	0.4215	nan	0.9816	0.9927	nan	0.8367	0.0888	0.2081	0.9176	nan	0.8267	0.0886
0.5256	154.0	1694	1.2207	0.3877	0.7045	0.3771	nan	0.9844	0.9948	nan	0.8210	0.0177	0.1964	0.9108	nan	0.8138	0.0177
0.4673	155.0	1705	1.1279	0.4420	0.7576	0.5129	nan	0.9674	0.9938	nan	0.8274	0.2420	0.2362	0.9142	nan	0.8190	0.2407
0.4616	156.0	1716	1.0593	0.4623	0.7625	0.5624	nan	0.8856	0.9937	nan	0.8285	0.3422	0.2438	0.9140	nan	0.8198	0.3338
0.337	157.0	1727	1.0179	0.4639	0.7642	0.5686	nan	0.8824	0.9941	nan	0.8272	0.3531	0.2441	0.9125	nan	0.8189	0.3441
0.0786	158.0	1738	1.1080	0.4616	0.7657	0.5547	nan	0.9107	0.9930	nan	0.8364	0.3226	0.2491	0.9159	nan	0.8265	0.3167
0.0387	159.0	1749	1.1591	0.4473	0.7556	0.5189	nan	0.9431	0.9945	nan	0.8275	0.2575	0.2482	0.9130	nan	0.8198	0.2557
0.4604	160.0	1760	1.1662	0.4419	0.7593	0.5134	nan	0.9748	0.9940	nan	0.8278	0.2408	0.2371	0.9131	nan	0.8195	0.2398
0.0249	161.0	1771	1.2148	0.4086	0.7263	0.4310	nan	0.9818	0.9944	nan	0.8232	0.1057	0.2109	0.9112	nan	0.8154	0.1055
0.2261	162.0	1782	1.1651	0.4120	0.7288	0.4354	nan	0.9792	0.9936	nan	0.8296	0.1128	0.2118	0.9150	nan	0.8207	0.1126
0.0257	163.0	1793	1.1792	0.4491	0.7455	0.5069	nan	0.9025	0.9931	nan	0.8399	0.2465	0.2514	0.9189	nan	0.8302	0.2450
0.192	164.0	1804	1.2645	0.4333	0.7507	0.4890	nan	0.9776	0.9949	nan	0.8301	0.2000	0.2299	0.9140	nan	0.8230	0.1995
0.0412	165.0	1815	1.2222	0.4331	0.7484	0.4902	nan	0.9736	0.9958	nan	0.8201	0.2040	0.2381	0.9099	nan	0.8141	0.2034
0.144	166.0	1826	1.0197	0.4672	0.7592	0.5716	nan	0.8404	0.9927	nan	0.8366	0.3673	0.2386	0.9168	nan	0.8264	0.3543
0.0783	167.0	1837	0.9865	0.4676	0.7629	0.5736	nan	0.8564	0.9922	nan	0.8364	0.3667	0.2396	0.9177	nan	0.8257	0.3550
0.035	168.0	1848	1.1053	0.4537	0.7622	0.5406	nan	0.9310	0.9949	nan	0.8273	0.2956	0.2432	0.9135	nan	0.8201	0.2915
0.1432	169.0	1859	1.1658	0.4467	0.7618	0.5227	nan	0.9627	0.9947	nan	0.8317	0.2582	0.2386	0.9140	nan	0.8243	0.2565
0.2304	170.0	1870	1.0905	0.4612	0.7667	0.5585	nan	0.9130	0.9948	nan	0.8302	0.3287	0.2445	0.9159	nan	0.8230	0.3226
0.0771	171.0	1881	1.0748	0.4651	0.7723	0.5605	nan	0.9203	0.9916	nan	0.8492	0.3282	0.2452	0.9203	nan	0.8372	0.3227
0.0396	172.0	1892	1.1225	0.4529	0.7668	0.5300	nan	0.9580	0.9916	nan	0.8482	0.2695	0.2406	0.9202	nan	0.8362	0.2676
0.0408	173.0	1903	1.1827	0.4421	0.7589	0.5022	nan	0.9750	0.9915	nan	0.8489	0.2202	0.2339	0.9205	nan	0.8368	0.2195
0.0824	174.0	1914	1.1723	0.4457	0.7623	0.5140	nan	0.9718	0.9928	nan	0.8441	0.2405	0.2362	0.9191	nan	0.8339	0.2394
0.2774	175.0	1925	0.9864	0.4660	0.7591	0.5710	nan	0.8463	0.9946	nan	0.8300	0.3653	0.2377	0.9168	nan	0.8225	0.3529
0.0719	176.0	1936	1.1670	0.4519	0.7656	0.5330	nan	0.9565	0.9943	nan	0.8357	0.2759	0.2410	0.9170	nan	0.8278	0.2736
0.516	177.0	1947	1.0168	0.4598	0.7699	0.5527	nan	0.9354	0.9939	nan	0.8373	0.3129	0.2450	0.9165	nan	0.8287	0.3086
0.4478	178.0	1958	0.9662	0.4682	0.7707	0.5690	nan	0.8916	0.9906	nan	0.8517	0.3490	0.2430	0.9204	nan	0.8383	0.3396
0.5525	179.0	1969	1.0351	0.4648	0.7628	0.5667	nan	0.8687	0.9928	nan	0.8377	0.3522	0.2376	0.9169	nan	0.8275	0.3419
0.444	180.0	1980	0.9580	0.4653	0.7580	0.5705	nan	0.8371	0.9935	nan	0.8350	0.3662	0.2326	0.9154	nan	0.8259	0.3528
0.0338	181.0	1991	1.0215	0.4674	0.7566	0.5707	nan	0.8353	0.9945	nan	0.8287	0.3678	0.2477	0.9139	nan	0.8211	0.3544
0.1398	182.0	2002	1.0325	0.4670	0.7653	0.5718	nan	0.8705	0.9935	nan	0.8375	0.3599	0.2402	0.9167	nan	0.8283	0.3496
0.144	183.0	2013	1.1285	0.4636	0.7658	0.5659	nan	0.8915	0.9943	nan	0.8315	0.3459	0.2426	0.9141	nan	0.8235	0.3378
0.4297	184.0	2024	1.0149	0.4649	0.7582	0.5720	nan	0.8415	0.9945	nan	0.8287	0.3683	0.2349	0.9135	nan	0.8209	0.3553
0.0574	185.0	2035	1.0210	0.4644	0.7554	0.5724	nan	0.8293	0.9952	nan	0.8247	0.3724	0.2339	0.9121	nan	0.8179	0.3583
0.1842	186.0	2046	1.0569	0.4647	0.7593	0.5725	nan	0.8491	0.9951	nan	0.8257	0.3675	0.2371	0.9122	nan	0.8188	0.3552
0.2767	187.0	2057	0.9956	0.4650	0.7531	0.5723	nan	0.8161	0.9948	nan	0.8261	0.3753	0.2324	0.9141	nan	0.8189	0.3598
0.0205	188.0	2068	1.0224	0.4655	0.7498	0.5693	nan	0.8087	0.9951	nan	0.8226	0.3726	0.2414	0.9137	nan	0.8159	0.3568
0.0202	189.0	2079	0.9900	0.4642	0.7495	0.5709	nan	0.8064	0.9954	nan	0.8204	0.3760	0.2344	0.9128	nan	0.8140	0.3598
0.0597	190.0	2090	1.0080	0.4673	0.7569	0.5729	nan	0.8245	0.9937	nan	0.8364	0.3730	0.2334	0.9171	nan	0.8275	0.3585
0.2773	191.0	2101	1.0299	0.4688	0.7602	0.5739	nan	0.8354	0.9933	nan	0.8406	0.3716	0.2367	0.9182	nan	0.8310	0.3581
0.0288	192.0	2112	1.0254	0.4657	0.7538	0.5726	nan	0.8192	0.9951	nan	0.8260	0.3749	0.2363	0.9132	nan	0.8192	0.3599
0.0251	193.0	2123	1.0075	0.4683	0.7518	0.5724	nan	0.8049	0.9947	nan	0.8297	0.3777	0.2433	0.9143	nan	0.8223	0.3616
0.1349	194.0	2134	0.9759	0.4677	0.7555	0.5734	nan	0.8149	0.9935	nan	0.8375	0.3761	0.2314	0.9181	nan	0.8284	0.3606
0.2837	195.0	2145	1.0028	0.4710	0.7649	0.5746	nan	0.8460	0.9907	nan	0.8539	0.3687	0.2357	0.9225	nan	0.8406	0.3560
0.2417	196.0	2156	0.9836	0.4690	0.7619	0.5738	nan	0.8397	0.9924	nan	0.8458	0.3698	0.2343	0.9193	nan	0.8349	0.3566
0.0574	197.0	2167	0.9891	0.4691	0.7628	0.5726	nan	0.8471	0.9923	nan	0.8459	0.3661	0.2359	0.9207	nan	0.8350	0.3536
0.4252	198.0	2178	0.9983	0.4679	0.7624	0.5729	nan	0.8497	0.9931	nan	0.8405	0.3664	0.2367	0.9182	nan	0.8307	0.3541
0.4439	199.0	2189	1.0783	0.4679	0.7640	0.5726	nan	0.8587	0.9933	nan	0.8401	0.3637	0.2387	0.9176	nan	0.8306	0.3525
0.4227	200.0	2200	1.0477	0.4661	0.7621	0.5726	nan	0.8554	0.9942	nan	0.8332	0.3653	0.2374	0.9145	nan	0.8251	0.3535

Framework versions

Transformers 4.32.1
Pytorch 2.0.1+cu118
Datasets 2.14.4
Tokenizers 0.13.3

segformer-b0-finetuned-metallography_DsH

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

NSDT 3DConvert

UnrealSynth

DreamTexture.js