segformer-b0-finetuned-metallography_DsG

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: 0.5725
Mean Iou: 0.6023
Mean Accuracy: 0.8504
Overall Accuracy: 0.8190
Accuracy Background: nan
Accuracy Haz: 0.5654
Accuracy Matrix: 0.9908
Accuracy Porosity: nan
Accuracy Carbides: 0.8453
Accuracy Substrate: 1.0
Iou Background: 0.0
Iou Haz: 0.5654
Iou Matrix: 0.9172
Iou Porosity: nan
Iou Carbides: 0.8321
Iou Substrate: 0.6971

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: 4
eval_batch_size: 4
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
0.6722	1.0	3	1.1654	0.3938	0.5261	0.3647	nan	0.1335	0.9861	nan	0.7071	0.2776	0.1335	0.8641	nan	0.6976	0.2740
0.2466	2.0	6	1.1253	0.4430	0.7025	0.6763	nan	0.2607	0.9860	nan	0.5670	0.9962	0.2607	0.8166	nan	0.5627	0.5752
0.3646	3.0	9	1.1137	0.4269	0.6879	0.6527	nan	0.1975	0.9878	nan	0.5698	0.9966	0.1975	0.8171	nan	0.5658	0.5541
0.4041	4.0	12	0.8634	0.5064	0.7623	0.7369	nan	0.3950	0.9894	nan	0.6686	0.9963	0.3950	0.8522	nan	0.6628	0.6221
0.15	5.0	15	0.6887	0.5315	0.7864	0.7703	nan	0.4784	0.9936	nan	0.6771	0.9966	0.4784	0.8500	nan	0.6729	0.6561
0.1434	6.0	18	0.6789	0.5261	0.7828	0.7693	nan	0.4772	0.9974	nan	0.6592	0.9976	0.4772	0.8405	nan	0.6568	0.6560
0.1534	7.0	21	0.4919	0.5846	0.8328	0.8401	nan	0.6629	0.9975	nan	0.6778	0.9928	0.6597	0.8455	nan	0.6750	0.7430
0.1252	8.0	24	0.4605	0.6047	0.8504	0.8506	nan	0.6776	0.9948	nan	0.7359	0.9933	0.6744	0.8678	nan	0.7295	0.7515
0.1214	9.0	27	0.6465	0.5594	0.8135	0.7848	nan	0.4941	0.9912	nan	0.7703	0.9985	0.4941	0.8804	nan	0.7589	0.6636
0.1408	10.0	30	0.6413	0.5614	0.8156	0.7834	nan	0.4873	0.9891	nan	0.7870	0.9990	0.4873	0.8865	nan	0.7725	0.6607
0.0573	11.0	33	0.5250	0.5919	0.8414	0.8247	nan	0.5954	0.9903	nan	0.7803	0.9996	0.5954	0.8845	nan	0.7676	0.7118
0.0734	12.0	36	0.4460	0.6138	0.8595	0.8491	nan	0.6571	0.9878	nan	0.7932	0.9999	0.6571	0.8899	nan	0.7773	0.7446
0.0933	13.0	39	0.7745	0.5417	0.7977	0.7543	nan	0.4088	0.9879	nan	0.7940	1.0	0.4088	0.8926	nan	0.7785	0.6286
0.1867	14.0	42	1.1243	0.4911	0.7505	0.6806	nan	0.2154	0.9867	nan	0.8000	1.0	0.2154	0.8968	nan	0.7828	0.5603
0.0595	15.0	45	0.7605	0.5437	0.7988	0.7520	nan	0.4009	0.9834	nan	0.8111	1.0	0.4009	0.9031	nan	0.7893	0.6253
0.1082	16.0	48	0.4819	0.6042	0.8516	0.8323	nan	0.6098	0.9862	nan	0.8106	1.0	0.6098	0.8997	nan	0.7921	0.7193
0.0787	17.0	51	0.3108	0.6597	0.8953	0.9005	nan	0.7953	0.9870	nan	0.8054	0.9935	0.7901	0.8959	nan	0.7878	0.8247
0.1872	18.0	54	0.3482	0.6337	0.8736	0.8695	nan	0.8345	0.9858	nan	0.7989	0.8753	0.7420	0.8955	nan	0.7801	0.7510
0.0825	19.0	57	0.3741	0.6425	0.8815	0.8800	nan	0.7708	0.9834	nan	0.8061	0.9656	0.7452	0.8973	nan	0.7843	0.7855
0.088	20.0	60	0.6788	0.5618	0.8157	0.7815	nan	0.4794	0.9896	nan	0.7938	1.0	0.4794	0.8918	nan	0.7801	0.6576
0.0923	21.0	63	1.1531	0.5006	0.7605	0.6973	nan	0.2594	0.9898	nan	0.7930	1.0	0.2594	0.8897	nan	0.7793	0.5745
0.0953	22.0	66	1.4339	0.4468	0.7090	0.6152	nan	0.0430	0.9866	nan	0.8064	1.0	0.0430	0.8916	nan	0.7882	0.5110
0.2035	23.0	69	1.4226	0.4592	0.7214	0.6295	nan	0.0777	0.9833	nan	0.8245	1.0	0.0777	0.8969	nan	0.8015	0.5202
0.0688	24.0	72	1.0965	0.5105	0.7707	0.7021	nan	0.2660	0.9806	nan	0.8360	1.0	0.2660	0.9009	nan	0.8091	0.5767
0.0611	25.0	75	1.0032	0.5201	0.7796	0.7118	nan	0.2892	0.9756	nan	0.8537	1.0	0.2892	0.9073	nan	0.8196	0.5845
0.0536	26.0	78	0.9391	0.5263	0.7849	0.7213	nan	0.3149	0.9765	nan	0.8481	1.0	0.3149	0.9076	nan	0.8155	0.5934
0.0632	27.0	81	0.6652	0.5592	0.8140	0.7689	nan	0.4414	0.9780	nan	0.8366	1.0	0.4414	0.9062	nan	0.8069	0.6416
0.0438	28.0	84	0.7499	0.5438	0.7998	0.7482	nan	0.3870	0.9822	nan	0.8301	1.0	0.3870	0.9061	nan	0.8061	0.6199
0.172	29.0	87	0.5288	0.5799	0.8312	0.7981	nan	0.5181	0.9868	nan	0.8200	1.0	0.5181	0.9045	nan	0.8021	0.6748
0.1059	30.0	90	0.4867	0.5922	0.8417	0.8147	nan	0.5616	0.9885	nan	0.8166	1.0	0.5616	0.9033	nan	0.8008	0.6952
0.0809	31.0	93	0.4430	0.6055	0.8531	0.8305	nan	0.6019	0.9872	nan	0.8232	1.0	0.6019	0.9048	nan	0.8054	0.7152
0.0619	32.0	96	0.4740	0.5969	0.8465	0.8184	nan	0.5691	0.9849	nan	0.8322	1.0	0.5691	0.9053	nan	0.8111	0.6989
0.069	33.0	99	0.5144	0.5878	0.8396	0.8055	nan	0.5348	0.9792	nan	0.8443	1.0	0.5348	0.9065	nan	0.8151	0.6825
0.0482	34.0	102	0.6029	0.5658	0.8211	0.7754	nan	0.4561	0.9724	nan	0.8560	1.0	0.4561	0.9079	nan	0.8172	0.6477
0.1432	35.0	105	0.5324	0.5893	0.8407	0.8076	nan	0.5421	0.9729	nan	0.8478	1.0	0.5421	0.9087	nan	0.8100	0.6859
0.0821	36.0	108	0.3396	0.6413	0.8817	0.8736	nan	0.7167	0.9746	nan	0.8354	1.0	0.7167	0.9100	nan	0.8006	0.7792
0.1104	37.0	111	0.3806	0.6324	0.8755	0.8617	nan	0.6831	0.9780	nan	0.8409	1.0	0.6831	0.9096	nan	0.8102	0.7593
0.0982	38.0	114	0.4861	0.6097	0.8567	0.8344	nan	0.6120	0.9816	nan	0.8331	1.0	0.6120	0.9086	nan	0.8076	0.7204
0.0449	39.0	117	0.8350	0.5452	0.8004	0.7547	nan	0.4068	0.9892	nan	0.8055	1.0	0.4068	0.9007	nan	0.7909	0.6277
0.0917	40.0	120	1.2306	0.4791	0.7393	0.6658	nan	0.1771	0.9940	nan	0.7862	1.0	0.1771	0.8914	nan	0.7783	0.5486
0.0386	41.0	123	1.1921	0.4712	0.7320	0.6580	nan	0.1589	0.9958	nan	0.7732	1.0	0.1589	0.8860	nan	0.7677	0.5432
0.0551	42.0	126	0.8955	0.5197	0.7775	0.7249	nan	0.3316	0.9953	nan	0.7831	1.0	0.3316	0.8907	nan	0.7769	0.5994
0.0438	43.0	129	0.6709	0.5454	0.8007	0.7577	nan	0.4157	0.9943	nan	0.7930	1.0	0.4157	0.8947	nan	0.7854	0.6312
0.0565	44.0	132	0.3366	0.6299	0.8721	0.8642	nan	0.6920	0.9929	nan	0.8034	1.0	0.6920	0.8992	nan	0.7938	0.7646
0.065	45.0	135	0.4673	0.5926	0.8417	0.8189	nan	0.5747	0.9934	nan	0.7986	1.0	0.5747	0.8969	nan	0.7897	0.7016
0.0766	46.0	138	0.7751	0.5294	0.7863	0.7332	nan	0.3501	0.9928	nan	0.8021	1.0	0.3501	0.8983	nan	0.7925	0.6061
0.0554	47.0	141	1.0003	0.4900	0.7494	0.6789	nan	0.2094	0.9942	nan	0.7940	1.0	0.2094	0.8956	nan	0.7863	0.5585
0.0434	48.0	144	0.9608	0.4964	0.7554	0.6864	nan	0.2280	0.9933	nan	0.8001	1.0	0.2280	0.8983	nan	0.7913	0.5643
0.1141	49.0	147	0.7664	0.5355	0.7917	0.7387	nan	0.3626	0.9910	nan	0.8131	1.0	0.3626	0.9029	nan	0.8011	0.6107
0.0306	50.0	150	0.5811	0.5719	0.8245	0.7844	nan	0.4799	0.9862	nan	0.8319	1.0	0.4799	0.9086	nan	0.8131	0.6578
0.212	51.0	153	0.7137	0.5579	0.8128	0.7634	nan	0.4236	0.9815	nan	0.8461	1.0	0.4236	0.9113	nan	0.8202	0.6343
0.0518	52.0	156	0.6593	0.5639	0.8185	0.7721	nan	0.4463	0.9814	nan	0.8463	1.0	0.4463	0.9095	nan	0.8200	0.6436
0.0416	53.0	159	0.6380	0.5621	0.8167	0.7727	nan	0.4493	0.9864	nan	0.8310	1.0	0.4493	0.9044	nan	0.8120	0.6449
0.1322	54.0	162	0.6056	0.5682	0.8215	0.7883	nan	0.4947	0.9929	nan	0.7985	1.0	0.4947	0.8928	nan	0.7889	0.6643
0.0329	55.0	165	0.5940	0.5705	0.8235	0.7926	nan	0.5071	0.9941	nan	0.7927	1.0	0.5071	0.8910	nan	0.7847	0.6698
0.396	56.0	168	0.3558	0.6351	0.8772	0.8666	nan	0.6948	0.9900	nan	0.8241	1.0	0.6948	0.9045	nan	0.8102	0.7662
0.0931	57.0	171	0.2431	0.6789	0.9111	0.9123	nan	0.8109	0.9839	nan	0.8495	1.0	0.8109	0.9156	nan	0.8268	0.8410
0.0306	58.0	174	0.3016	0.6545	0.8927	0.8832	nan	0.7342	0.9833	nan	0.8535	1.0	0.7342	0.9184	nan	0.8301	0.7900
0.0441	59.0	177	0.5718	0.5675	0.8205	0.7732	nan	0.4469	0.9849	nan	0.8501	1.0	0.4469	0.9178	nan	0.8289	0.6439
0.0335	60.0	180	1.0096	0.4888	0.7475	0.6677	nan	0.1745	0.9911	nan	0.8244	1.0	0.1745	0.9095	nan	0.8121	0.5478
0.0931	61.0	183	1.2401	0.4460	0.7063	0.6112	nan	0.0311	0.9948	nan	0.7992	1.0	0.0311	0.8989	nan	0.7921	0.5079
0.0548	62.0	186	1.0795	0.4703	0.7301	0.6461	nan	0.1214	0.9944	nan	0.8047	1.0	0.1214	0.9007	nan	0.7970	0.5323
0.0361	63.0	189	0.8433	0.5239	0.7810	0.7213	nan	0.3159	0.9936	nan	0.8146	1.0	0.3159	0.9044	nan	0.8057	0.5938
0.1946	64.0	192	0.7011	0.5486	0.8035	0.7546	nan	0.4021	0.9936	nan	0.8183	1.0	0.4021	0.9054	nan	0.8095	0.6258
0.0478	65.0	195	0.5676	0.5759	0.8276	0.7896	nan	0.4923	0.9929	nan	0.8251	1.0	0.4923	0.9089	nan	0.8152	0.6633
0.1067	66.0	198	0.4311	0.6185	0.8633	0.8432	nan	0.6320	0.9918	nan	0.8292	1.0	0.6320	0.9116	nan	0.8178	0.7310
0.0321	67.0	201	0.4951	0.6165	0.8618	0.8401	nan	0.6236	0.9899	nan	0.8339	1.0	0.6236	0.9126	nan	0.8197	0.7265
0.1262	68.0	204	0.5191	0.6178	0.8629	0.8435	nan	0.6337	0.9893	nan	0.8284	1.0	0.6337	0.9098	nan	0.8135	0.7319
0.0619	69.0	207	0.5172	0.6190	0.8640	0.8456	nan	0.6398	0.9885	nan	0.8277	1.0	0.6398	0.9081	nan	0.8117	0.7352
0.0306	70.0	210	0.6396	0.5947	0.8442	0.8166	nan	0.5648	0.9887	nan	0.8233	1.0	0.5648	0.9045	nan	0.8076	0.6967
0.0543	71.0	213	0.7336	0.5743	0.8271	0.7885	nan	0.4902	0.9874	nan	0.8309	1.0	0.4902	0.9056	nan	0.8133	0.6623
0.0528	72.0	216	0.8061	0.5620	0.8166	0.7699	nan	0.4400	0.9861	nan	0.8404	1.0	0.4400	0.9082	nan	0.8208	0.6410
0.0428	73.0	219	0.7412	0.5676	0.8215	0.7766	nan	0.4570	0.9853	nan	0.8436	1.0	0.4570	0.9100	nan	0.8227	0.6481
0.0426	74.0	222	0.7299	0.5682	0.8220	0.7763	nan	0.4557	0.9841	nan	0.8483	1.0	0.4557	0.9123	nan	0.8257	0.6475
0.0296	75.0	225	0.7132	0.5693	0.8228	0.7771	nan	0.4575	0.9833	nan	0.8504	1.0	0.4575	0.9139	nan	0.8268	0.6483
0.0733	76.0	228	0.7426	0.5642	0.8180	0.7699	nan	0.4386	0.9846	nan	0.8488	1.0	0.4386	0.9152	nan	0.8270	0.6405
0.047	77.0	231	0.7250	0.5659	0.8191	0.7721	nan	0.4447	0.9849	nan	0.8469	1.0	0.4447	0.9162	nan	0.8257	0.6430
0.0904	78.0	234	0.8071	0.5542	0.8084	0.7582	nan	0.4097	0.9877	nan	0.8362	1.0	0.4097	0.9136	nan	0.8189	0.6288
0.0604	79.0	237	1.0217	0.5303	0.7866	0.7276	nan	0.3312	0.9904	nan	0.8250	1.0	0.3312	0.9093	nan	0.8116	0.5992
0.0243	80.0	240	1.1699	0.5034	0.7618	0.6935	nan	0.2445	0.9939	nan	0.8087	1.0	0.2445	0.9027	nan	0.8003	0.5696
0.1119	81.0	243	1.1625	0.5135	0.7716	0.7119	nan	0.2946	0.9956	nan	0.7961	1.0	0.2946	0.8967	nan	0.7901	0.5864
0.0422	82.0	246	0.7443	0.5514	0.8061	0.7652	nan	0.4343	0.9961	nan	0.7940	1.0	0.4343	0.8954	nan	0.7887	0.6387
0.1068	83.0	249	0.5489	0.5877	0.8375	0.8138	nan	0.5616	0.9963	nan	0.7921	1.0	0.5616	0.8944	nan	0.7871	0.6952
0.0761	84.0	252	0.4650	0.6003	0.8480	0.8318	nan	0.6101	0.9969	nan	0.7850	1.0	0.6101	0.8908	nan	0.7808	0.7195
0.0296	85.0	255	0.4201	0.6134	0.8589	0.8462	nan	0.6461	0.9963	nan	0.7933	1.0	0.6461	0.8941	nan	0.7883	0.7386
0.0511	86.0	258	0.4249	0.6149	0.8603	0.8444	nan	0.6388	0.9951	nan	0.8071	1.0	0.6388	0.9004	nan	0.8004	0.7346
0.028	87.0	261	0.5387	0.5921	0.8414	0.8137	nan	0.5573	0.9942	nan	0.8142	1.0	0.5573	0.9039	nan	0.8062	0.6931
0.0331	88.0	264	0.6720	0.5671	0.8198	0.7792	nan	0.4661	0.9938	nan	0.8193	1.0	0.4661	0.9070	nan	0.8106	0.6519
0.0385	89.0	267	0.5554	0.5943	0.8432	0.8118	nan	0.5493	0.9917	nan	0.8319	1.0	0.5493	0.9126	nan	0.8203	0.6893
0.0328	90.0	270	0.3742	0.6407	0.8814	0.8673	nan	0.6927	0.9892	nan	0.8436	1.0	0.6927	0.9173	nan	0.8285	0.7650
0.0276	91.0	273	0.4264	0.6294	0.8724	0.8533	nan	0.6561	0.9884	nan	0.8451	1.0	0.6561	0.9177	nan	0.8290	0.7441
0.2107	92.0	276	0.5479	0.6026	0.8502	0.8209	nan	0.5726	0.9878	nan	0.8402	1.0	0.5726	0.9163	nan	0.8233	0.7006
0.0904	93.0	279	0.6932	0.5755	0.8270	0.7866	nan	0.4840	0.9863	nan	0.8379	1.0	0.4840	0.9152	nan	0.8189	0.6596
0.0356	94.0	282	0.6634	0.5735	0.8251	0.7850	nan	0.4811	0.9863	nan	0.8329	1.0	0.4811	0.9141	nan	0.8139	0.6584
0.0239	95.0	285	0.6961	0.5645	0.8172	0.7740	nan	0.4527	0.9880	nan	0.8283	1.0	0.4527	0.9122	nan	0.8116	0.6463
0.0363	96.0	288	0.5502	0.5916	0.8406	0.8113	nan	0.5509	0.9895	nan	0.8221	1.0	0.5509	0.9097	nan	0.8075	0.6901
0.1916	97.0	291	0.3485	0.6399	0.8800	0.8719	nan	0.7095	0.9903	nan	0.8205	1.0	0.7095	0.9083	nan	0.8069	0.7749
0.0603	98.0	294	0.2944	0.6564	0.8928	0.8913	nan	0.7599	0.9909	nan	0.8203	1.0	0.7599	0.9083	nan	0.8077	0.8064
0.0373	99.0	297	0.2453	0.6708	0.9036	0.9082	nan	0.8041	0.9926	nan	0.8175	1.0	0.8041	0.9066	nan	0.8073	0.8362
0.0711	100.0	300	0.3183	0.6499	0.8880	0.8835	nan	0.7389	0.9932	nan	0.8198	1.0	0.7389	0.9072	nan	0.8103	0.7929
0.0355	101.0	303	0.4135	0.6293	0.8724	0.8548	nan	0.6606	0.9905	nan	0.8386	1.0	0.6606	0.9141	nan	0.8252	0.7466
0.0955	102.0	306	0.5679	0.6056	0.8535	0.8217	nan	0.5719	0.9858	nan	0.8564	1.0	0.5719	0.9199	nan	0.8361	0.7002
0.0365	103.0	309	0.6240	0.6004	0.8496	0.8134	nan	0.5496	0.9808	nan	0.8681	1.0	0.5496	0.9226	nan	0.8405	0.6894
0.0712	104.0	312	0.7356	0.5843	0.8360	0.7916	nan	0.4923	0.9787	nan	0.8732	1.0	0.4923	0.9234	nan	0.8424	0.6633
0.0493	105.0	315	0.7219	0.5853	0.8369	0.7923	nan	0.4934	0.9786	nan	0.8756	1.0	0.4934	0.9247	nan	0.8446	0.6638
0.0244	106.0	318	0.5456	0.6145	0.8613	0.8306	nan	0.5933	0.9826	nan	0.8694	1.0	0.5933	0.9242	nan	0.8442	0.7109
0.0483	107.0	321	0.5101	0.6194	0.8649	0.8380	nan	0.6131	0.9876	nan	0.8588	1.0	0.6131	0.9219	nan	0.8409	0.7211
0.081	108.0	324	0.3695	0.6458	0.8856	0.8722	nan	0.7040	0.9903	nan	0.8482	1.0	0.7040	0.9193	nan	0.8344	0.7716
0.0535	109.0	327	0.3394	0.6510	0.8892	0.8801	nan	0.7263	0.9914	nan	0.8392	1.0	0.7263	0.9166	nan	0.8269	0.7851
0.0543	110.0	330	0.4337	0.6256	0.8687	0.8535	nan	0.6599	0.9938	nan	0.8209	1.0	0.6599	0.9095	nan	0.8123	0.7462
0.0702	111.0	333	0.4873	0.6098	0.8557	0.8379	nan	0.6221	0.9955	nan	0.8051	1.0	0.6221	0.9023	nan	0.7989	0.7257
0.0443	112.0	336	0.5938	0.5894	0.8388	0.8112	nan	0.5516	0.9951	nan	0.8084	1.0	0.5516	0.9036	nan	0.8017	0.6904
0.0379	113.0	339	0.7237	0.5663	0.8190	0.7786	nan	0.4648	0.9940	nan	0.8171	1.0	0.4648	0.9065	nan	0.8088	0.6514
0.0795	114.0	342	0.6697	0.5792	0.8303	0.7923	nan	0.4986	0.9915	nan	0.8309	1.0	0.4986	0.9123	nan	0.8189	0.6661
0.0371	115.0	345	0.7581	0.5682	0.8206	0.7756	nan	0.4538	0.9900	nan	0.8386	1.0	0.4538	0.9158	nan	0.8246	0.6467
0.0279	116.0	348	0.9238	0.5471	0.8019	0.7446	nan	0.3713	0.9884	nan	0.8479	1.0	0.3713	0.9190	nan	0.8314	0.6140
0.0342	117.0	351	0.7926	0.5609	0.8142	0.7627	nan	0.4181	0.9884	nan	0.8505	1.0	0.4181	0.9201	nan	0.8340	0.6321
0.0208	118.0	354	0.6352	0.5890	0.8387	0.8018	nan	0.5211	0.9906	nan	0.8434	1.0	0.5211	0.9178	nan	0.8300	0.6762
0.0296	119.0	357	0.6033	0.5932	0.8421	0.8090	nan	0.5410	0.9922	nan	0.8353	1.0	0.5410	0.9153	nan	0.8243	0.6854
0.0356	120.0	360	0.6303	0.5847	0.8347	0.8004	nan	0.5201	0.9940	nan	0.8248	1.0	0.5201	0.9114	nan	0.8165	0.6757
0.0391	121.0	363	0.7113	0.5635	0.8162	0.7742	nan	0.4529	0.9953	nan	0.8165	1.0	0.4529	0.9082	nan	0.8100	0.6464
0.0244	122.0	366	0.7959	0.5456	0.8003	0.7518	nan	0.3958	0.9960	nan	0.8092	1.0	0.3958	0.9049	nan	0.8037	0.6234
0.0149	123.0	369	0.8535	0.5369	0.7925	0.7404	nan	0.3665	0.9961	nan	0.8074	1.0	0.3665	0.9037	nan	0.8021	0.6122
0.0219	124.0	372	0.7485	0.5545	0.8083	0.7638	nan	0.4270	0.9957	nan	0.8106	1.0	0.4270	0.9052	nan	0.8047	0.6357
0.0254	125.0	375	0.5648	0.5957	0.8440	0.8174	nan	0.5665	0.9949	nan	0.8144	1.0	0.5665	0.9067	nan	0.8074	0.6976
0.0931	126.0	378	0.4575	0.6216	0.8654	0.8494	nan	0.6496	0.9943	nan	0.8178	1.0	0.6496	0.9080	nan	0.8099	0.7405
0.0226	127.0	381	0.4791	0.6224	0.8662	0.8487	nan	0.6468	0.9927	nan	0.8254	1.0	0.6468	0.9110	nan	0.8153	0.7390
0.0404	128.0	384	0.5735	0.6088	0.8555	0.8291	nan	0.5935	0.9902	nan	0.8381	1.0	0.5935	0.9151	nan	0.8243	0.7110
0.029	129.0	387	0.6885	0.5917	0.8413	0.8053	nan	0.5304	0.9878	nan	0.8472	1.0	0.5304	0.9176	nan	0.8298	0.6805
0.0628	130.0	390	0.7442	0.5819	0.8330	0.7927	nan	0.4974	0.9881	nan	0.8465	1.0	0.4974	0.9173	nan	0.8295	0.6655
0.037	131.0	393	0.7420	0.5807	0.8319	0.7911	nan	0.4932	0.9883	nan	0.8460	1.0	0.4932	0.9171	nan	0.8293	0.6637
0.0257	132.0	396	0.5866	0.6061	0.8536	0.8235	nan	0.5775	0.9875	nan	0.8495	1.0	0.5775	0.9181	nan	0.8317	0.7030
0.049	133.0	399	0.5000	0.6189	0.8641	0.8399	nan	0.6206	0.9882	nan	0.8475	1.0	0.6206	0.9182	nan	0.8306	0.7250
0.0457	134.0	402	0.5182	0.6165	0.8621	0.8371	nan	0.6135	0.9873	nan	0.8476	1.0	0.6135	0.9184	nan	0.8295	0.7212
0.0305	135.0	405	0.5302	0.6156	0.8613	0.8352	nan	0.6082	0.9858	nan	0.8513	1.0	0.6082	0.9201	nan	0.8310	0.7185
0.0338	136.0	408	0.5287	0.6142	0.8600	0.8337	nan	0.6045	0.9872	nan	0.8484	1.0	0.6045	0.9199	nan	0.8302	0.7166
0.0792	137.0	411	0.5719	0.6070	0.8538	0.8247	nan	0.5810	0.9887	nan	0.8456	1.0	0.5810	0.9198	nan	0.8295	0.7047
0.06	138.0	414	0.5545	0.6066	0.8534	0.8252	nan	0.5828	0.9909	nan	0.8399	1.0	0.5828	0.9176	nan	0.8270	0.7056
0.0213	139.0	417	0.6273	0.5930	0.8420	0.8086	nan	0.5396	0.9920	nan	0.8364	1.0	0.5396	0.9157	nan	0.8252	0.6848
0.0168	140.0	420	0.6359	0.5920	0.8412	0.8074	nan	0.5366	0.9920	nan	0.8362	1.0	0.5366	0.9153	nan	0.8248	0.6833
0.0317	141.0	423	0.5610	0.6078	0.8546	0.8272	nan	0.5879	0.9911	nan	0.8395	1.0	0.5879	0.9162	nan	0.8270	0.7081
0.0269	142.0	426	0.5080	0.6202	0.8650	0.8420	nan	0.6263	0.9899	nan	0.8437	1.0	0.6263	0.9174	nan	0.8293	0.7280
0.0247	143.0	429	0.4383	0.6350	0.8769	0.8600	nan	0.6731	0.9892	nan	0.8455	1.0	0.6731	0.9180	nan	0.8302	0.7536
0.021	144.0	432	0.4095	0.6411	0.8819	0.8669	nan	0.6909	0.9885	nan	0.8483	1.0	0.6909	0.9188	nan	0.8318	0.7639
0.0161	145.0	435	0.3255	0.6618	0.8980	0.8918	nan	0.7560	0.9886	nan	0.8474	1.0	0.7560	0.9181	nan	0.8312	0.8038
0.0292	146.0	438	0.2894	0.6696	0.9037	0.9014	nan	0.7815	0.9892	nan	0.8442	1.0	0.7815	0.9171	nan	0.8288	0.8207
0.0354	147.0	441	0.3314	0.6590	0.8956	0.8896	nan	0.7512	0.9901	nan	0.8410	1.0	0.7512	0.9162	nan	0.8270	0.8008
0.015	148.0	444	0.3961	0.6425	0.8828	0.8706	nan	0.7016	0.9910	nan	0.8387	1.0	0.7016	0.9150	nan	0.8260	0.7702
0.0662	149.0	447	0.4490	0.6304	0.8731	0.8564	nan	0.6649	0.9920	nan	0.8355	1.0	0.6649	0.9140	nan	0.8242	0.7490
0.0379	150.0	450	0.5267	0.6170	0.8624	0.8386	nan	0.6174	0.9911	nan	0.8412	1.0	0.6174	0.9158	nan	0.8285	0.7233
0.0268	151.0	453	0.5811	0.6064	0.8537	0.8242	nan	0.5793	0.9901	nan	0.8456	1.0	0.5793	0.9172	nan	0.8315	0.7039
0.0251	152.0	456	0.6429	0.5983	0.8471	0.8126	nan	0.5482	0.9888	nan	0.8514	1.0	0.5482	0.9192	nan	0.8353	0.6888
0.0199	153.0	459	0.7138	0.5828	0.8340	0.7910	nan	0.4910	0.9866	nan	0.8584	1.0	0.4910	0.9214	nan	0.8390	0.6627
0.0428	154.0	462	0.8012	0.5671	0.8203	0.7699	nan	0.4356	0.9862	nan	0.8592	1.0	0.4356	0.9213	nan	0.8393	0.6392
0.0188	155.0	465	0.8150	0.5630	0.8165	0.7650	nan	0.4234	0.9873	nan	0.8555	1.0	0.4234	0.9201	nan	0.8372	0.6343
0.0406	156.0	468	0.8845	0.5534	0.8080	0.7522	nan	0.3899	0.9877	nan	0.8542	1.0	0.3899	0.9196	nan	0.8366	0.6211
0.0171	157.0	471	0.8542	0.5534	0.8079	0.7525	nan	0.3909	0.9885	nan	0.8521	1.0	0.3909	0.9192	nan	0.8356	0.6215
0.0191	158.0	474	0.8506	0.5511	0.8058	0.7498	nan	0.3841	0.9892	nan	0.8497	1.0	0.3841	0.9184	nan	0.8342	0.6189
0.0214	159.0	477	0.8054	0.5547	0.8089	0.7544	nan	0.3961	0.9889	nan	0.8508	1.0	0.3961	0.9191	nan	0.8349	0.6235
0.0302	160.0	480	0.7888	0.5558	0.8100	0.7555	nan	0.3987	0.9885	nan	0.8528	1.0	0.3987	0.9197	nan	0.8363	0.6245
0.0159	161.0	483	0.7611	0.5584	0.8123	0.7589	nan	0.4075	0.9886	nan	0.8533	1.0	0.4075	0.9198	nan	0.8369	0.6279
0.0386	162.0	486	0.7553	0.5592	0.8131	0.7600	nan	0.4102	0.9887	nan	0.8534	1.0	0.4102	0.9197	nan	0.8372	0.6290
0.029	163.0	489	0.6849	0.5683	0.8212	0.7725	nan	0.4429	0.9889	nan	0.8529	1.0	0.4429	0.9196	nan	0.8370	0.6422
0.0256	164.0	492	0.6468	0.5746	0.8266	0.7807	nan	0.4641	0.9890	nan	0.8534	1.0	0.4641	0.9200	nan	0.8377	0.6511
0.0733	165.0	495	0.6893	0.5693	0.8220	0.7729	nan	0.4431	0.9887	nan	0.8563	1.0	0.4431	0.9209	nan	0.8400	0.6423
0.0214	166.0	498	0.7754	0.5575	0.8115	0.7568	nan	0.4012	0.9891	nan	0.8556	1.0	0.4012	0.9206	nan	0.8399	0.6255
0.0621	167.0	501	0.8070	0.5532	0.8076	0.7516	nan	0.3879	0.9897	nan	0.8529	1.0	0.3879	0.9195	nan	0.8380	0.6203
0.0239	168.0	504	0.8366	0.5496	0.8044	0.7461	nan	0.3733	0.9893	nan	0.8549	1.0	0.3733	0.9205	nan	0.8395	0.6147
0.0262	169.0	507	0.8181	0.5531	0.8075	0.7506	nan	0.3851	0.9889	nan	0.8560	1.0	0.3851	0.9210	nan	0.8400	0.6192
0.1988	170.0	510	0.7234	0.5685	0.8212	0.7714	nan	0.4393	0.9885	nan	0.8569	1.0	0.4393	0.9219	nan	0.8404	0.6407
0.198	171.0	513	0.6560	0.5896	0.8398	0.7988	nan	0.5105	0.9869	nan	0.8617	1.0	0.5105	0.9236	nan	0.8428	0.6713
0.0174	172.0	516	0.5638	0.6080	0.8554	0.8224	nan	0.5722	0.9857	nan	0.8637	1.0	0.5722	0.9241	nan	0.8431	0.7004
0.0588	173.0	519	0.5008	0.6190	0.8646	0.8365	nan	0.6089	0.9849	nan	0.8647	1.0	0.6089	0.9242	nan	0.8429	0.7189
0.0368	174.0	522	0.4357	0.6351	0.8777	0.8564	nan	0.6612	0.9842	nan	0.8653	1.0	0.6612	0.9248	nan	0.8426	0.7469
0.0548	175.0	525	0.4035	0.6420	0.8831	0.8650	nan	0.6840	0.9841	nan	0.8645	1.0	0.6840	0.9246	nan	0.8416	0.7599
0.0763	176.0	528	0.3865	0.6454	0.8856	0.8698	nan	0.6968	0.9852	nan	0.8605	1.0	0.6968	0.9236	nan	0.8393	0.7673
0.0613	177.0	531	0.4243	0.6385	0.8800	0.8620	nan	0.6770	0.9863	nan	0.8567	1.0	0.6770	0.9226	nan	0.8371	0.7558
0.0214	178.0	534	0.4929	0.6241	0.8682	0.8451	nan	0.6334	0.9877	nan	0.8516	1.0	0.6334	0.9211	nan	0.8340	0.7317
0.1113	179.0	537	0.5455	0.6128	0.8587	0.8320	nan	0.5998	0.9886	nan	0.8466	1.0	0.5998	0.9196	nan	0.8304	0.7142
0.1495	180.0	540	0.5974	0.6025	0.8500	0.8197	nan	0.5684	0.9899	nan	0.8416	1.0	0.5684	0.9181	nan	0.8273	0.6985
0.0563	181.0	543	0.6299	0.5943	0.8431	0.8100	nan	0.5434	0.9910	nan	0.8381	1.0	0.5434	0.9162	nan	0.8253	0.6865
0.0136	182.0	546	0.6554	0.5876	0.8375	0.8019	nan	0.5225	0.9918	nan	0.8355	1.0	0.5225	0.9146	nan	0.8239	0.6768
0.0797	183.0	549	0.7107	0.5774	0.8288	0.7882	nan	0.4863	0.9918	nan	0.8370	1.0	0.4863	0.9148	nan	0.8254	0.6607
0.0423	184.0	552	0.6147	0.5916	0.8410	0.8073	nan	0.5366	0.9923	nan	0.8350	1.0	0.5366	0.9141	nan	0.8241	0.6833
0.0248	185.0	555	0.5942	0.5958	0.8445	0.8130	nan	0.5514	0.9927	nan	0.8340	1.0	0.5514	0.9134	nan	0.8237	0.6903
0.0194	186.0	558	0.5691	0.5994	0.8476	0.8177	nan	0.5637	0.9928	nan	0.8340	1.0	0.5637	0.9134	nan	0.8239	0.6963
0.038	187.0	561	0.5711	0.6004	0.8485	0.8184	nan	0.5650	0.9925	nan	0.8364	1.0	0.5650	0.9142	nan	0.8258	0.6969
0.0215	188.0	564	0.5448	0.6044	0.8519	0.8238	nan	0.5796	0.9928	nan	0.8351	1.0	0.5796	0.9137	nan	0.8249	0.7040
0.0257	189.0	567	0.5190	0.6095	0.8561	0.8301	nan	0.5959	0.9927	nan	0.8359	1.0	0.5959	0.9138	nan	0.8255	0.7122
0.0125	190.0	570	0.4833	0.6162	0.8617	0.8381	nan	0.6165	0.9923	nan	0.8379	1.0	0.6165	0.9146	nan	0.8270	0.7228
0.1059	191.0	573	0.4838	0.6180	0.8632	0.8398	nan	0.6204	0.9918	nan	0.8404	1.0	0.6204	0.9160	nan	0.8287	0.7249
0.0388	192.0	576	0.4854	0.6187	0.8638	0.8401	nan	0.6207	0.9913	nan	0.8434	1.0	0.6207	0.9168	nan	0.8309	0.7250
0.0312	193.0	579	0.4993	0.6154	0.8612	0.8361	nan	0.6102	0.9914	nan	0.8430	1.0	0.6102	0.9166	nan	0.8307	0.7195
0.0633	194.0	582	0.5370	0.6098	0.8565	0.8288	nan	0.5910	0.9912	nan	0.8438	1.0	0.5910	0.9168	nan	0.8313	0.7097
0.0288	195.0	585	0.5713	0.6055	0.8529	0.8235	nan	0.5774	0.9914	nan	0.8430	1.0	0.5774	0.9166	nan	0.8306	0.7029
0.026	196.0	588	0.5827	0.6032	0.8510	0.8204	nan	0.5692	0.9911	nan	0.8437	1.0	0.5692	0.9168	nan	0.8310	0.6989
0.02	197.0	591	0.5784	0.6039	0.8516	0.8213	nan	0.5715	0.9911	nan	0.8439	1.0	0.5715	0.9167	nan	0.8312	0.7000
0.0147	198.0	594	0.5819	0.6026	0.8505	0.8195	nan	0.5669	0.9911	nan	0.8441	1.0	0.5669	0.9167	nan	0.8314	0.6978
0.0265	199.0	597	0.5711	0.6030	0.8509	0.8201	nan	0.5683	0.9910	nan	0.8443	1.0	0.5683	0.9168	nan	0.8315	0.6985
0.0255	200.0	600	0.5725	0.6023	0.8504	0.8190	nan	0.5654	0.9908	nan	0.8453	1.0	0.5654	0.9172	nan	0.8321	0.6971

Framework versions

Transformers 4.32.1
Pytorch 2.0.1+cu118
Datasets 2.14.4
Tokenizers 0.13.3

segformer-b0-finetuned-metallography_DsG

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

NSDT 3DConvert

UnrealSynth

DreamTexture.js