segformer-b0_DsD_B16

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: 0.0112
Mean Iou: 0.7670
Mean Accuracy: 0.9379
Overall Accuracy: 0.9953
Accuracy Background: nan
Accuracy Haz: 0.9981
Accuracy Matrix: 0.9876
Accuracy Porosity: 0.7309
Accuracy Carbides: 0.9769
Accuracy Substrate: 0.9960
Iou Background: 0.0
Iou Haz: 0.9929
Iou Matrix: 0.9763
Iou Porosity: 0.6802
Iou Carbides: 0.9582
Iou Substrate: 0.9946

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: 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
1.2771	1.0	11	1.5586	0.4271	0.6130	0.8479	nan	0.7105	0.8800	0.0229	0.4666	0.9852	0.6976	0.6786	0.0060	0.3758	0.8045
0.8504	2.0	22	0.9914	0.4849	0.6516	0.9210	nan	0.9264	0.9617	0.0	0.4168	0.9528	0.8746	0.7393	0.0	0.3936	0.9021
0.6267	3.0	33	0.5260	0.5233	0.6838	0.9444	nan	0.9475	0.9542	0.0	0.5423	0.9748	0.9169	0.7761	0.0	0.5096	0.9372
0.4358	4.0	44	0.3393	0.5413	0.7023	0.9457	nan	0.9740	0.9469	0.0	0.6413	0.9490	0.9137	0.8024	0.0	0.5997	0.9319
0.3558	5.0	55	0.2729	0.5641	0.7248	0.9536	nan	0.9708	0.9392	0.0	0.7545	0.9596	0.9229	0.8340	0.0	0.6879	0.9399
0.3268	6.0	66	0.2706	0.5719	0.7354	0.9535	nan	0.9829	0.9325	0.0	0.8162	0.9456	0.9191	0.8489	0.0	0.7292	0.9344
0.2909	7.0	77	0.2120	0.5879	0.7465	0.9657	nan	0.9708	0.9337	0.0	0.8508	0.9773	0.9427	0.8639	0.0	0.7641	0.9567
0.2911	8.0	88	0.1973	0.5939	0.7500	0.9676	nan	0.9760	0.9418	0.0	0.8572	0.9750	0.9449	0.8755	0.0	0.7850	0.9581
0.2049	9.0	99	0.1977	0.5961	0.7563	0.9664	nan	0.9821	0.9218	0.0	0.9108	0.9666	0.9414	0.8791	0.0	0.8015	0.9546
0.2862	10.0	110	0.1768	0.6025	0.7558	0.9723	nan	0.9816	0.9554	0.0	0.8648	0.9773	0.9531	0.8915	0.0	0.8061	0.9640
0.2863	11.0	121	0.1517	0.6073	0.7633	0.9751	nan	0.9757	0.9258	0.0	0.9275	0.9876	0.9594	0.8909	0.0	0.8239	0.9698
0.1518	12.0	132	0.1367	0.6137	0.7670	0.9777	nan	0.9761	0.9431	0.0	0.9259	0.9897	0.9627	0.9056	0.0	0.8417	0.9721
0.1457	13.0	143	0.1227	0.6177	0.7653	0.9796	nan	0.9833	0.9620	0.0	0.8934	0.9875	0.9666	0.9136	0.0	0.8510	0.9753
0.1617	14.0	154	0.1219	0.6243	0.7740	0.9809	nan	0.9796	0.9550	0.0	0.9454	0.9898	0.9670	0.9247	0.0	0.8776	0.9763
0.1212	15.0	165	0.1098	0.6273	0.7737	0.9820	nan	0.9853	0.9740	0.0	0.9230	0.9862	0.9677	0.9349	0.0	0.8857	0.9758
0.1288	16.0	176	0.1015	0.6293	0.7773	0.9827	nan	0.9874	0.9630	0.0	0.9503	0.9855	0.9694	0.9351	0.0	0.8939	0.9775
0.1953	17.0	187	0.0902	0.6301	0.7749	0.9837	nan	0.9862	0.9783	0.0	0.9218	0.9884	0.9714	0.9386	0.0	0.8915	0.9789
0.1005	18.0	198	0.0880	0.6328	0.7778	0.9855	nan	0.9878	0.9776	0.0	0.9339	0.9898	0.9749	0.9418	0.0	0.8988	0.9814
0.1167	19.0	209	0.0778	0.6335	0.7781	0.9863	nan	0.9871	0.9638	0.0	0.9462	0.9933	0.9775	0.9394	0.0	0.9002	0.9838
0.1637	20.0	220	0.0785	0.6329	0.7781	0.9843	nan	0.9935	0.9685	0.0	0.9452	0.9834	0.9726	0.9427	0.0	0.9030	0.9791
0.091	21.0	231	0.0713	0.6352	0.7803	0.9869	nan	0.9890	0.9650	0.0	0.9554	0.9920	0.9778	0.9438	0.0	0.9060	0.9836
0.1754	22.0	242	0.0688	0.6357	0.7798	0.9863	nan	0.9854	0.9710	0.0	0.9491	0.9934	0.9767	0.9461	0.0	0.9079	0.9832
0.0824	23.0	253	0.0617	0.6363	0.7795	0.9876	nan	0.9911	0.9764	0.0	0.9386	0.9912	0.9797	0.9471	0.0	0.9061	0.9850
0.1154	24.0	264	0.0649	0.6360	0.7799	0.9861	nan	0.9799	0.9755	0.0	0.9474	0.9966	0.9755	0.9493	0.0	0.9094	0.9816
0.1329	25.0	275	0.0616	0.6371	0.7809	0.9872	nan	0.9878	0.9718	0.0	0.9520	0.9928	0.9782	0.9493	0.0	0.9113	0.9836
0.061	26.0	286	0.0592	0.6379	0.7809	0.9874	nan	0.9874	0.9778	0.0	0.9463	0.9931	0.9785	0.9517	0.0	0.9131	0.9839
0.0541	27.0	297	0.0540	0.6387	0.7818	0.9884	nan	0.9941	0.9726	0.0	0.9525	0.9900	0.9812	0.9505	0.0	0.9143	0.9862
0.0856	28.0	308	0.0551	0.6392	0.7829	0.9877	nan	0.9838	0.9769	0.0	0.9582	0.9956	0.9782	0.9545	0.0	0.9187	0.9836
0.0581	29.0	319	0.0534	0.6369	0.7796	0.9859	nan	0.9795	0.9746	0.0	0.9472	0.9967	0.9738	0.9500	0.0	0.9171	0.9807
0.0799	30.0	330	0.0519	0.6393	0.7835	0.9871	nan	0.9962	0.9742	0.0	0.9624	0.9847	0.9773	0.9555	0.0	0.9207	0.9826
0.0574	31.0	341	0.0482	0.6404	0.7826	0.9886	nan	0.9949	0.9819	0.0	0.9476	0.9887	0.9804	0.9560	0.0	0.9207	0.9852
0.054	32.0	352	0.0455	0.6416	0.7841	0.9895	nan	0.9907	0.9755	0.0005	0.9598	0.9939	0.9827	0.9558	0.0005	0.9237	0.9871
0.057	33.0	363	0.0416	0.6441	0.7864	0.9898	nan	0.9923	0.9765	0.0130	0.9571	0.9933	0.9834	0.9562	0.0130	0.9243	0.9876
0.0721	34.0	374	0.0408	0.6429	0.7850	0.9903	nan	0.9916	0.9821	0.0010	0.9564	0.9940	0.9842	0.9590	0.0010	0.9252	0.9881
0.0558	35.0	385	0.0400	0.6454	0.7885	0.9905	nan	0.9955	0.9765	0.0135	0.9656	0.9914	0.9843	0.9590	0.0135	0.9274	0.9880
0.078	36.0	396	0.0368	0.6729	0.8201	0.9910	nan	0.9939	0.9811	0.1744	0.9576	0.9936	0.9857	0.9600	0.1744	0.9283	0.9892
0.0591	37.0	407	0.0369	0.6606	0.8058	0.9909	nan	0.9943	0.9803	0.0984	0.9632	0.9927	0.9851	0.9610	0.0984	0.9300	0.9889
0.0438	38.0	418	0.0347	0.6832	0.8320	0.9910	nan	0.9920	0.9783	0.2348	0.9598	0.9954	0.9856	0.9590	0.2348	0.9304	0.9895
0.0804	39.0	429	0.0397	0.6848	0.8354	0.9883	nan	0.9985	0.9812	0.2535	0.9596	0.9842	0.9788	0.9612	0.2535	0.9318	0.9833
0.0359	40.0	440	0.0331	0.6902	0.8401	0.9911	nan	0.9942	0.9824	0.2723	0.9588	0.9931	0.9854	0.9619	0.2723	0.9326	0.9888
0.0825	41.0	451	0.0325	0.6953	0.8461	0.9915	nan	0.9946	0.9826	0.2998	0.9601	0.9935	0.9862	0.9626	0.2998	0.9339	0.9895
0.0458	42.0	462	0.0309	0.7040	0.8569	0.9913	nan	0.9946	0.9782	0.3519	0.9663	0.9934	0.9859	0.9618	0.3519	0.9347	0.9894
0.1868	43.0	473	0.0297	0.7069	0.8596	0.9917	nan	0.9933	0.9832	0.3654	0.9611	0.9947	0.9864	0.9636	0.3654	0.9362	0.9897
0.0558	44.0	484	0.0307	0.7031	0.8554	0.9912	nan	0.9899	0.9812	0.3446	0.9647	0.9965	0.9851	0.9634	0.3446	0.9367	0.9887
0.0504	45.0	495	0.0306	0.7044	0.8571	0.9906	nan	0.9962	0.9827	0.3555	0.9606	0.9904	0.9843	0.9631	0.3554	0.9355	0.9880
0.0439	46.0	506	0.0293	0.7073	0.8601	0.9918	nan	0.9940	0.9812	0.3644	0.9667	0.9943	0.9864	0.9642	0.3644	0.9391	0.9896
0.0374	47.0	517	0.0295	0.7188	0.8755	0.9908	nan	0.9980	0.9805	0.4425	0.9677	0.9890	0.9842	0.9645	0.4366	0.9396	0.9880
0.0377	48.0	528	0.0279	0.7193	0.8754	0.9916	nan	0.9979	0.9839	0.4409	0.9635	0.9906	0.9860	0.9657	0.4355	0.9397	0.9892
0.0326	49.0	539	0.0265	0.7163	0.8709	0.9925	nan	0.9959	0.9841	0.4144	0.9667	0.9937	0.9878	0.9668	0.4118	0.9409	0.9905
0.0361	50.0	550	0.0269	0.7156	0.8706	0.9915	nan	0.9902	0.9834	0.4196	0.9634	0.9965	0.9856	0.9656	0.4140	0.9395	0.9889
0.0405	51.0	561	0.0265	0.7130	0.8673	0.9920	nan	0.9974	0.9837	0.3977	0.9663	0.9916	0.9868	0.9663	0.3942	0.9410	0.9896
0.0304	52.0	572	0.0243	0.7163	0.8713	0.9923	nan	0.9954	0.9824	0.4170	0.9679	0.9938	0.9878	0.9662	0.4125	0.9407	0.9907
0.0395	53.0	583	0.0233	0.7144	0.8685	0.9924	nan	0.9928	0.9830	0.4034	0.9669	0.9962	0.9876	0.9661	0.4003	0.9419	0.9906
0.0504	54.0	594	0.0238	0.7214	0.8779	0.9923	nan	0.9967	0.9806	0.4498	0.9695	0.9930	0.9875	0.9656	0.4426	0.9420	0.9906
0.0481	55.0	605	0.0230	0.7221	0.8788	0.9924	nan	0.9947	0.9834	0.4586	0.9622	0.9949	0.9879	0.9654	0.4481	0.9405	0.9909
0.0721	56.0	616	0.0255	0.7176	0.8743	0.9914	nan	0.9990	0.9827	0.4289	0.9720	0.9887	0.9850	0.9677	0.4223	0.9425	0.9882
0.0321	57.0	627	0.0226	0.7184	0.8730	0.9926	nan	0.9906	0.9881	0.4295	0.9587	0.9981	0.9881	0.9674	0.4235	0.9404	0.9908
0.0867	58.0	638	0.0235	0.7276	0.8871	0.9919	nan	0.9977	0.9778	0.4961	0.9726	0.9914	0.9865	0.9651	0.4820	0.9421	0.9898
0.0527	59.0	649	0.0223	0.7251	0.8816	0.9927	nan	0.9958	0.9874	0.4706	0.9601	0.9941	0.9885	0.9675	0.4624	0.9409	0.9914
0.025	60.0	660	0.0224	0.7279	0.8858	0.9927	nan	0.9964	0.9828	0.4883	0.9676	0.9938	0.9882	0.9668	0.4781	0.9433	0.9911
0.0374	61.0	671	0.0218	0.7294	0.8870	0.9929	nan	0.9951	0.9871	0.4935	0.9643	0.9949	0.9887	0.9689	0.4837	0.9436	0.9914
0.0389	62.0	682	0.0218	0.7341	0.8940	0.9926	nan	0.9976	0.9858	0.5273	0.9669	0.9922	0.9880	0.9689	0.5121	0.9443	0.9909
0.0445	63.0	693	0.0210	0.7367	0.8973	0.9932	nan	0.9958	0.9836	0.5435	0.9685	0.9951	0.9893	0.9682	0.5265	0.9445	0.9919
0.0981	64.0	704	0.0208	0.7372	0.8981	0.9926	nan	0.9982	0.9842	0.5445	0.9723	0.9915	0.9875	0.9699	0.5296	0.9461	0.9903
0.0232	65.0	715	0.0207	0.7363	0.8965	0.9926	nan	0.9987	0.9846	0.5383	0.9698	0.9913	0.9874	0.9694	0.5243	0.9465	0.9903
0.0368	66.0	726	0.0197	0.7385	0.9002	0.9931	nan	0.9924	0.9843	0.5580	0.9688	0.9975	0.9887	0.9690	0.5355	0.9463	0.9916
0.0412	67.0	737	0.0211	0.7364	0.8969	0.9924	nan	0.9985	0.9874	0.5435	0.9645	0.9908	0.9870	0.9698	0.5267	0.9449	0.9898
0.0259	68.0	748	0.0194	0.7371	0.8975	0.9937	nan	0.9963	0.9843	0.5398	0.9718	0.9952	0.9902	0.9698	0.5240	0.9459	0.9925
0.0311	69.0	759	0.0200	0.7364	0.8960	0.9932	nan	0.9981	0.9874	0.5357	0.9658	0.9928	0.9890	0.9700	0.5215	0.9461	0.9915
0.0449	70.0	770	0.0196	0.7392	0.9004	0.9931	nan	0.9978	0.9840	0.5554	0.9717	0.9930	0.9888	0.9699	0.5378	0.9471	0.9914
0.0382	71.0	781	0.0197	0.7394	0.9002	0.9933	nan	0.9972	0.9864	0.5560	0.9678	0.9937	0.9893	0.9703	0.5386	0.9463	0.9917
0.0211	72.0	792	0.0204	0.7397	0.9015	0.9927	nan	0.9988	0.9852	0.5622	0.9698	0.9912	0.9877	0.9702	0.5430	0.9468	0.9905
0.0214	73.0	803	0.0182	0.7386	0.8988	0.9936	nan	0.9960	0.9869	0.5492	0.9666	0.9953	0.9899	0.9703	0.5320	0.9470	0.9923
0.0785	74.0	814	0.0174	0.7426	0.9048	0.9940	nan	0.9962	0.9830	0.5742	0.9746	0.9959	0.9907	0.9703	0.5534	0.9478	0.9931
0.029	75.0	825	0.0208	0.7419	0.9054	0.9918	nan	0.9989	0.9878	0.5856	0.9652	0.9893	0.9856	0.9707	0.5591	0.9469	0.9888
0.0171	76.0	836	0.0180	0.7443	0.9081	0.9934	nan	0.9930	0.9851	0.5950	0.9702	0.9974	0.9892	0.9704	0.5658	0.9485	0.9920
0.0339	77.0	847	0.0170	0.7466	0.9116	0.9939	nan	0.9956	0.9851	0.6101	0.9714	0.9960	0.9903	0.9709	0.5768	0.9487	0.9927
0.037	78.0	858	0.0173	0.7452	0.9097	0.9933	nan	0.9980	0.9865	0.6018	0.9690	0.9930	0.9892	0.9712	0.5709	0.9480	0.9918
0.0238	79.0	869	0.0165	0.7439	0.9055	0.9941	nan	0.9950	0.9870	0.5799	0.9685	0.9970	0.9909	0.9714	0.5595	0.9487	0.9931
0.0267	80.0	880	0.0167	0.7469	0.9118	0.9938	nan	0.9972	0.9829	0.6111	0.9731	0.9950	0.9903	0.9699	0.5792	0.9490	0.9929
0.0239	81.0	891	0.0167	0.7424	0.9037	0.9938	nan	0.9948	0.9857	0.5731	0.9682	0.9967	0.9900	0.9700	0.5524	0.9490	0.9927
0.0206	82.0	902	0.0184	0.7393	0.8993	0.9934	nan	0.9981	0.9870	0.5482	0.9705	0.9929	0.9889	0.9719	0.5337	0.9497	0.9914
0.0243	83.0	913	0.0170	0.7448	0.9086	0.9933	nan	0.9940	0.9853	0.5960	0.9714	0.9962	0.9890	0.9712	0.5680	0.9493	0.9916
0.0396	84.0	924	0.0173	0.7472	0.9122	0.9933	nan	0.9983	0.9859	0.6163	0.9675	0.9930	0.9890	0.9702	0.5833	0.9489	0.9918
0.0379	85.0	935	0.0161	0.7488	0.9143	0.9941	nan	0.9952	0.9864	0.6210	0.9722	0.9965	0.9908	0.9724	0.5862	0.9504	0.9930
0.0224	86.0	946	0.0164	0.7487	0.9140	0.9941	nan	0.9979	0.9872	0.6200	0.9708	0.9944	0.9908	0.9723	0.5864	0.9499	0.9930
0.063	87.0	957	0.0158	0.7510	0.9179	0.9940	nan	0.9953	0.9858	0.6393	0.9729	0.9963	0.9906	0.9723	0.6002	0.9502	0.9929
0.0175	88.0	968	0.0162	0.7494	0.9150	0.9937	nan	0.9938	0.9867	0.6283	0.9690	0.9970	0.9896	0.9715	0.5928	0.9502	0.9922
0.0518	89.0	979	0.0153	0.7469	0.9108	0.9941	nan	0.9956	0.9878	0.6054	0.9692	0.9962	0.9906	0.9724	0.5757	0.9500	0.9928
0.0234	90.0	990	0.0156	0.7490	0.9146	0.9940	nan	0.9976	0.9853	0.6226	0.9728	0.9946	0.9907	0.9721	0.5883	0.9500	0.9929
0.023	91.0	1001	0.0156	0.7485	0.9128	0.9942	nan	0.9972	0.9868	0.6137	0.9712	0.9952	0.9911	0.9725	0.5837	0.9506	0.9931
0.0311	92.0	1012	0.0158	0.7476	0.9111	0.9939	nan	0.9983	0.9889	0.6070	0.9678	0.9937	0.9904	0.9727	0.5795	0.9503	0.9925
0.0238	93.0	1023	0.0153	0.7485	0.9122	0.9943	nan	0.9976	0.9872	0.6106	0.9706	0.9952	0.9913	0.9726	0.5821	0.9513	0.9934
0.0276	94.0	1034	0.0175	0.7498	0.9165	0.9926	nan	0.9990	0.9856	0.6346	0.9729	0.9905	0.9870	0.9723	0.5984	0.9513	0.9898
0.0278	95.0	1045	0.0156	0.7547	0.9236	0.9937	nan	0.9952	0.9860	0.6684	0.9726	0.9958	0.9899	0.9726	0.6224	0.9512	0.9922
0.0163	96.0	1056	0.0159	0.7511	0.9174	0.9937	nan	0.9935	0.9878	0.6366	0.9718	0.9970	0.9897	0.9734	0.5998	0.9518	0.9921
0.0648	97.0	1067	0.0150	0.7511	0.9173	0.9941	nan	0.9971	0.9851	0.6346	0.9748	0.9951	0.9908	0.9727	0.5987	0.9515	0.9929
0.0284	98.0	1078	0.0151	0.7513	0.9171	0.9939	nan	0.9952	0.9850	0.6356	0.9737	0.9963	0.9900	0.9720	0.6009	0.9520	0.9925
0.0167	99.0	1089	0.0148	0.7508	0.9156	0.9943	nan	0.9972	0.9878	0.6262	0.9718	0.9952	0.9910	0.9734	0.5950	0.9521	0.9931
0.0239	100.0	1100	0.0144	0.7525	0.9198	0.9942	nan	0.9944	0.9849	0.6455	0.9770	0.9973	0.9910	0.9731	0.6055	0.9523	0.9931
0.0414	101.0	1111	0.0151	0.7523	0.9188	0.9940	nan	0.9986	0.9893	0.6439	0.9688	0.9934	0.9903	0.9735	0.6058	0.9516	0.9925
0.0508	102.0	1122	0.0138	0.7532	0.9199	0.9946	nan	0.9966	0.9862	0.6476	0.9727	0.9965	0.9919	0.9728	0.6086	0.9521	0.9939
0.0184	103.0	1133	0.0146	0.7518	0.9185	0.9942	nan	0.9985	0.9856	0.6387	0.9755	0.9939	0.9909	0.9734	0.6012	0.9525	0.9930
0.0198	104.0	1144	0.0149	0.7529	0.9200	0.9937	nan	0.9919	0.9864	0.6497	0.9739	0.9982	0.9894	0.9735	0.6100	0.9528	0.9919
0.0193	105.0	1155	0.0157	0.7546	0.9239	0.9934	nan	0.9991	0.9857	0.6679	0.9753	0.9918	0.9887	0.9735	0.6213	0.9529	0.9912
0.0428	106.0	1166	0.0154	0.7550	0.9230	0.9934	nan	0.9904	0.9871	0.6642	0.9746	0.9987	0.9887	0.9741	0.6227	0.9532	0.9914
0.0263	107.0	1177	0.0154	0.7564	0.9258	0.9937	nan	0.9985	0.9855	0.6778	0.9744	0.9930	0.9895	0.9731	0.6308	0.9531	0.9920
0.0207	108.0	1188	0.0145	0.7546	0.9221	0.9945	nan	0.9976	0.9849	0.6564	0.9763	0.9953	0.9914	0.9733	0.6157	0.9535	0.9936
0.0125	109.0	1199	0.0143	0.7535	0.9184	0.9945	nan	0.9972	0.9888	0.6408	0.9696	0.9955	0.9914	0.9737	0.6097	0.9526	0.9934
0.059	110.0	1210	0.0134	0.7560	0.9238	0.9946	nan	0.9952	0.9863	0.6648	0.9758	0.9972	0.9915	0.9741	0.6232	0.9535	0.9936
0.0787	111.0	1221	0.0157	0.7547	0.9230	0.9933	nan	0.9992	0.9865	0.6627	0.9752	0.9914	0.9884	0.9741	0.6207	0.9539	0.9910
0.0207	112.0	1232	0.0140	0.7559	0.9232	0.9942	nan	0.9939	0.9872	0.6637	0.9739	0.9974	0.9907	0.9739	0.6244	0.9534	0.9929
0.0309	113.0	1243	0.0143	0.7579	0.9265	0.9940	nan	0.9982	0.9867	0.6799	0.9742	0.9937	0.9903	0.9738	0.6371	0.9534	0.9926
0.0327	114.0	1254	0.0133	0.7573	0.9244	0.9946	nan	0.9955	0.9865	0.6684	0.9743	0.9972	0.9917	0.9737	0.6306	0.9540	0.9938
0.0287	115.0	1265	0.0131	0.7581	0.9263	0.9948	nan	0.9978	0.9860	0.6757	0.9761	0.9957	0.9922	0.9740	0.6341	0.9543	0.9941
0.0243	116.0	1276	0.0137	0.7562	0.9227	0.9943	nan	0.9988	0.9884	0.6601	0.9723	0.9938	0.9909	0.9744	0.6246	0.9541	0.9930
0.0286	117.0	1287	0.0130	0.7605	0.9299	0.9948	nan	0.9969	0.9861	0.6960	0.9738	0.9965	0.9921	0.9734	0.6497	0.9538	0.9941
0.0321	118.0	1298	0.0128	0.7603	0.9294	0.9948	nan	0.9959	0.9876	0.6934	0.9729	0.9971	0.9921	0.9743	0.6475	0.9539	0.9940
0.0141	119.0	1309	0.0132	0.7573	0.9240	0.9948	nan	0.9985	0.9876	0.6642	0.9744	0.9950	0.9922	0.9746	0.6289	0.9540	0.9940
0.0138	120.0	1320	0.0125	0.7582	0.9253	0.9951	nan	0.9971	0.9875	0.6710	0.9744	0.9967	0.9928	0.9747	0.6328	0.9544	0.9946
0.0209	121.0	1331	0.0125	0.7588	0.9269	0.9949	nan	0.9983	0.9884	0.6804	0.9719	0.9954	0.9924	0.9745	0.6379	0.9539	0.9942
0.0176	122.0	1342	0.0126	0.7567	0.9230	0.9950	nan	0.9959	0.9873	0.6596	0.9748	0.9973	0.9924	0.9747	0.6241	0.9546	0.9942
0.0247	123.0	1353	0.0135	0.7566	0.9233	0.9945	nan	0.9986	0.9870	0.6642	0.9722	0.9946	0.9913	0.9733	0.6270	0.9544	0.9935
0.0276	124.0	1364	0.0127	0.7594	0.9300	0.9949	nan	0.9973	0.9850	0.6950	0.9763	0.9963	0.9923	0.9736	0.6418	0.9547	0.9943
0.022	125.0	1375	0.0128	0.7605	0.9313	0.9949	nan	0.9984	0.9868	0.7012	0.9750	0.9953	0.9923	0.9744	0.6476	0.9547	0.9942
0.02	126.0	1386	0.0127	0.7595	0.9299	0.9946	nan	0.9951	0.9872	0.6944	0.9756	0.9972	0.9915	0.9749	0.6423	0.9549	0.9935
0.0327	127.0	1397	0.0127	0.7616	0.9333	0.9948	nan	0.9966	0.9868	0.7121	0.9745	0.9966	0.9920	0.9742	0.6549	0.9548	0.9939
0.0127	128.0	1408	0.0129	0.7593	0.9291	0.9947	nan	0.9983	0.9866	0.6887	0.9769	0.9950	0.9919	0.9749	0.6397	0.9555	0.9937
0.021	129.0	1419	0.0139	0.7603	0.9314	0.9942	nan	0.9990	0.9880	0.7033	0.9735	0.9933	0.9905	0.9748	0.6486	0.9553	0.9926
0.017	130.0	1430	0.0131	0.7614	0.9341	0.9946	nan	0.9982	0.9863	0.7147	0.9765	0.9948	0.9916	0.9745	0.6535	0.9553	0.9936
0.0265	131.0	1441	0.0123	0.7625	0.9344	0.9949	nan	0.9961	0.9866	0.7173	0.9747	0.9971	0.9923	0.9742	0.6593	0.9551	0.9942
0.1526	132.0	1452	0.0137	0.7617	0.9335	0.9940	nan	0.9992	0.9860	0.7147	0.9748	0.9929	0.9900	0.9737	0.6588	0.9551	0.9924
0.0198	133.0	1463	0.0124	0.7605	0.9294	0.9947	nan	0.9945	0.9875	0.6923	0.9750	0.9978	0.9916	0.9749	0.6475	0.9555	0.9936
0.0187	134.0	1474	0.0128	0.7621	0.9329	0.9947	nan	0.9986	0.9859	0.7080	0.9774	0.9947	0.9918	0.9747	0.6567	0.9557	0.9937
0.0866	135.0	1485	0.0120	0.7601	0.9275	0.9949	nan	0.9964	0.9894	0.6840	0.9709	0.9969	0.9924	0.9749	0.6438	0.9551	0.9942
0.0234	136.0	1496	0.0120	0.7633	0.9346	0.9949	nan	0.9956	0.9858	0.7158	0.9783	0.9973	0.9922	0.9750	0.6627	0.9558	0.9941
0.0135	137.0	1507	0.0123	0.7621	0.9320	0.9949	nan	0.9975	0.9882	0.7048	0.9736	0.9959	0.9923	0.9751	0.6554	0.9557	0.9941
0.0166	138.0	1518	0.0127	0.7622	0.9319	0.9948	nan	0.9974	0.9866	0.7028	0.9770	0.9957	0.9919	0.9751	0.6563	0.9561	0.9938
0.0219	139.0	1529	0.0121	0.7630	0.9334	0.9948	nan	0.9960	0.9877	0.7126	0.9738	0.9969	0.9920	0.9749	0.6614	0.9555	0.9940
0.0106	140.0	1540	0.0118	0.7627	0.9326	0.9951	nan	0.9973	0.9881	0.7069	0.9740	0.9965	0.9927	0.9752	0.6579	0.9559	0.9945
0.0324	141.0	1551	0.0118	0.7614	0.9302	0.9951	nan	0.9967	0.9867	0.6923	0.9785	0.9967	0.9925	0.9757	0.6494	0.9566	0.9942
0.0238	142.0	1562	0.0120	0.7614	0.9296	0.9948	nan	0.9952	0.9889	0.6929	0.9736	0.9974	0.9918	0.9756	0.6512	0.9559	0.9938
0.0124	143.0	1573	0.0122	0.7624	0.9318	0.9948	nan	0.9980	0.9880	0.7043	0.9732	0.9954	0.9921	0.9749	0.6581	0.9556	0.9940
0.009	144.0	1584	0.0118	0.7624	0.9319	0.9950	nan	0.9968	0.9865	0.7033	0.9762	0.9968	0.9924	0.9748	0.6565	0.9563	0.9943
0.0418	145.0	1595	0.0115	0.7598	0.9264	0.9952	nan	0.9967	0.9899	0.6762	0.9721	0.9969	0.9927	0.9757	0.6399	0.9559	0.9944
0.0621	146.0	1606	0.0119	0.7615	0.9292	0.9949	nan	0.9982	0.9894	0.6897	0.9733	0.9952	0.9922	0.9758	0.6511	0.9560	0.9940
0.013	147.0	1617	0.0117	0.7599	0.9265	0.9951	nan	0.9967	0.9883	0.6757	0.9750	0.9967	0.9925	0.9757	0.6410	0.9563	0.9942
0.0189	148.0	1628	0.0116	0.7606	0.9275	0.9951	nan	0.9963	0.9886	0.6814	0.9742	0.9971	0.9925	0.9756	0.6451	0.9563	0.9943
0.0102	149.0	1639	0.0125	0.7607	0.9280	0.9948	nan	0.9990	0.9894	0.6851	0.9725	0.9943	0.9917	0.9756	0.6473	0.9561	0.9936
0.0151	150.0	1650	0.0118	0.7597	0.9261	0.9952	nan	0.9980	0.9876	0.6715	0.9773	0.9960	0.9928	0.9759	0.6377	0.9570	0.9946
0.0173	151.0	1661	0.0115	0.7620	0.9300	0.9952	nan	0.9972	0.9879	0.6923	0.9757	0.9967	0.9928	0.9757	0.6523	0.9566	0.9946
0.0103	152.0	1672	0.0120	0.7618	0.9300	0.9949	nan	0.9987	0.9883	0.6934	0.9746	0.9948	0.9922	0.9756	0.6523	0.9565	0.9940
0.0185	153.0	1683	0.0115	0.7635	0.9334	0.9952	nan	0.9977	0.9865	0.7090	0.9773	0.9963	0.9929	0.9753	0.6618	0.9565	0.9946
0.0264	154.0	1694	0.0111	0.7637	0.9334	0.9952	nan	0.9968	0.9879	0.7106	0.9745	0.9971	0.9929	0.9754	0.6626	0.9563	0.9947
0.0143	155.0	1705	0.0119	0.7625	0.9314	0.9948	nan	0.9988	0.9890	0.7022	0.9725	0.9947	0.9919	0.9754	0.6574	0.9563	0.9938
0.0096	156.0	1716	0.0112	0.7632	0.9329	0.9951	nan	0.9983	0.9874	0.7074	0.9756	0.9957	0.9926	0.9754	0.6600	0.9565	0.9944
0.0151	157.0	1727	0.0109	0.7626	0.9307	0.9953	nan	0.9971	0.9879	0.6955	0.9760	0.9970	0.9931	0.9759	0.6549	0.9570	0.9948
0.0232	158.0	1738	0.0118	0.7637	0.9336	0.9947	nan	0.9988	0.9874	0.7116	0.9758	0.9945	0.9917	0.9755	0.6642	0.9570	0.9937
0.0247	159.0	1749	0.0116	0.7637	0.9334	0.9950	nan	0.9981	0.9863	0.7090	0.9781	0.9955	0.9923	0.9755	0.6628	0.9571	0.9942
0.0142	160.0	1760	0.0114	0.7635	0.9322	0.9951	nan	0.9972	0.9878	0.7033	0.9760	0.9965	0.9926	0.9759	0.6610	0.9570	0.9944
0.0199	161.0	1771	0.0116	0.7643	0.9337	0.9951	nan	0.9982	0.9878	0.7111	0.9760	0.9956	0.9925	0.9758	0.6660	0.9570	0.9943
0.0399	162.0	1782	0.0112	0.7639	0.9344	0.9951	nan	0.9983	0.9874	0.7147	0.9763	0.9955	0.9924	0.9757	0.6639	0.9571	0.9943
0.0167	163.0	1793	0.0113	0.7625	0.9307	0.9951	nan	0.9976	0.9888	0.6970	0.9737	0.9962	0.9927	0.9757	0.6554	0.9570	0.9945
0.0176	164.0	1804	0.0111	0.7653	0.9371	0.9952	nan	0.9978	0.9859	0.7277	0.9777	0.9964	0.9929	0.9751	0.6721	0.9571	0.9948
0.0102	165.0	1815	0.0111	0.7639	0.9330	0.9953	nan	0.9974	0.9883	0.7069	0.9755	0.9967	0.9930	0.9760	0.6624	0.9573	0.9948
0.0367	166.0	1826	0.0113	0.7642	0.9339	0.9951	nan	0.9985	0.9887	0.7132	0.9738	0.9955	0.9926	0.9757	0.6657	0.9569	0.9945
0.0128	167.0	1837	0.0112	0.7650	0.9353	0.9951	nan	0.9980	0.9870	0.7184	0.9772	0.9959	0.9926	0.9758	0.6699	0.9574	0.9944
0.0083	168.0	1848	0.0113	0.7647	0.9351	0.9951	nan	0.9974	0.9877	0.7179	0.9764	0.9962	0.9924	0.9760	0.6684	0.9573	0.9943
0.0179	169.0	1859	0.0113	0.7651	0.9353	0.9950	nan	0.9959	0.9894	0.7205	0.9735	0.9973	0.9923	0.9761	0.6712	0.9569	0.9942
0.0127	170.0	1870	0.0113	0.7668	0.9391	0.9951	nan	0.9980	0.9866	0.7371	0.9781	0.9957	0.9924	0.9758	0.6811	0.9574	0.9943
0.0187	171.0	1881	0.0108	0.7667	0.9383	0.9953	nan	0.9974	0.9871	0.7335	0.9772	0.9966	0.9930	0.9759	0.6794	0.9574	0.9948
0.016	172.0	1892	0.0108	0.7655	0.9348	0.9954	nan	0.9973	0.9881	0.7163	0.9753	0.9969	0.9932	0.9760	0.6715	0.9574	0.9950
0.0055	173.0	1903	0.0107	0.7648	0.9334	0.9954	nan	0.9973	0.9884	0.7090	0.9754	0.9969	0.9932	0.9762	0.6670	0.9576	0.9950
0.0164	174.0	1914	0.0112	0.7663	0.9367	0.9952	nan	0.9987	0.9872	0.7246	0.9775	0.9953	0.9926	0.9761	0.6770	0.9578	0.9945
0.017	175.0	1925	0.0107	0.7655	0.9346	0.9955	nan	0.9969	0.9886	0.7142	0.9760	0.9973	0.9934	0.9765	0.6702	0.9577	0.9950
0.0182	176.0	1936	0.0110	0.7647	0.9335	0.9954	nan	0.9985	0.9888	0.7085	0.9758	0.9958	0.9931	0.9766	0.6662	0.9578	0.9948
0.0179	177.0	1947	0.0109	0.7664	0.9368	0.9953	nan	0.9983	0.9877	0.7257	0.9763	0.9960	0.9931	0.9761	0.6767	0.9577	0.9948
0.0303	178.0	1958	0.0107	0.7661	0.9360	0.9955	nan	0.9972	0.9880	0.7215	0.9762	0.9972	0.9934	0.9762	0.6745	0.9578	0.9951
0.0083	179.0	1969	0.0111	0.7664	0.9371	0.9952	nan	0.9987	0.9879	0.7267	0.9767	0.9954	0.9927	0.9763	0.6770	0.9579	0.9945
0.1322	180.0	1980	0.0120	0.7663	0.9375	0.9946	nan	0.9992	0.9867	0.7309	0.9770	0.9939	0.9912	0.9754	0.6799	0.9580	0.9934
0.0149	181.0	1991	0.0108	0.7667	0.9365	0.9954	nan	0.9971	0.9873	0.7246	0.9766	0.9971	0.9930	0.9757	0.6787	0.9579	0.9948
0.0276	182.0	2002	0.0108	0.7657	0.9351	0.9953	nan	0.9978	0.9881	0.7179	0.9752	0.9964	0.9929	0.9759	0.6730	0.9576	0.9947
0.008	183.0	2013	0.0109	0.7665	0.9362	0.9953	nan	0.9983	0.9878	0.7231	0.9762	0.9959	0.9929	0.9761	0.6776	0.9578	0.9946
0.0362	184.0	2024	0.0109	0.7649	0.9331	0.9953	nan	0.9983	0.9884	0.7064	0.9764	0.9959	0.9930	0.9765	0.6668	0.9581	0.9947
0.0169	185.0	2035	0.0107	0.7661	0.9353	0.9954	nan	0.9979	0.9873	0.7173	0.9779	0.9964	0.9931	0.9763	0.6742	0.9581	0.9948
0.0111	186.0	2046	0.0108	0.7666	0.9366	0.9952	nan	0.9981	0.9874	0.7246	0.9772	0.9959	0.9928	0.9762	0.6780	0.9578	0.9946
0.0172	187.0	2057	0.0114	0.7665	0.9368	0.9950	nan	0.9986	0.9878	0.7262	0.9764	0.9951	0.9923	0.9762	0.6782	0.9580	0.9941
0.0167	188.0	2068	0.0109	0.7665	0.9364	0.9953	nan	0.9977	0.9884	0.7231	0.9763	0.9964	0.9930	0.9766	0.6766	0.9579	0.9947
0.0154	189.0	2079	0.0110	0.7659	0.9356	0.9953	nan	0.9978	0.9880	0.7194	0.9769	0.9961	0.9928	0.9765	0.6738	0.9581	0.9945
0.0122	190.0	2090	0.0109	0.7668	0.9372	0.9953	nan	0.9973	0.9880	0.7272	0.9770	0.9967	0.9930	0.9765	0.6785	0.9581	0.9947
0.03	191.0	2101	0.0108	0.7667	0.9372	0.9953	nan	0.9975	0.9879	0.7267	0.9773	0.9965	0.9930	0.9766	0.6777	0.9580	0.9947
0.0438	192.0	2112	0.0112	0.7665	0.9370	0.9952	nan	0.9985	0.9879	0.7267	0.9766	0.9955	0.9926	0.9764	0.6777	0.9580	0.9944
0.0191	193.0	2123	0.0111	0.7673	0.9389	0.9952	nan	0.9983	0.9881	0.7361	0.9761	0.9958	0.9928	0.9763	0.6821	0.9579	0.9946
0.0198	194.0	2134	0.0108	0.7667	0.9372	0.9953	nan	0.9978	0.9881	0.7267	0.9770	0.9963	0.9930	0.9766	0.6780	0.9581	0.9947
0.028	195.0	2145	0.0110	0.7665	0.9370	0.9952	nan	0.9983	0.9878	0.7262	0.9771	0.9957	0.9927	0.9764	0.6769	0.9582	0.9945
0.0092	196.0	2156	0.0113	0.7671	0.9380	0.9952	nan	0.9986	0.9873	0.7309	0.9779	0.9954	0.9925	0.9764	0.6809	0.9584	0.9943
0.0112	197.0	2167	0.0113	0.7667	0.9369	0.9952	nan	0.9984	0.9879	0.7257	0.9770	0.9957	0.9927	0.9764	0.6780	0.9584	0.9945
0.0288	198.0	2178	0.0109	0.7676	0.9393	0.9953	nan	0.9978	0.9879	0.7382	0.9761	0.9963	0.9930	0.9762	0.6837	0.9580	0.9947
0.0275	199.0	2189	0.0110	0.7676	0.9396	0.9953	nan	0.9980	0.9875	0.7397	0.9766	0.9961	0.9929	0.9761	0.6838	0.9581	0.9947
0.0234	200.0	2200	0.0112	0.7670	0.9379	0.9953	nan	0.9981	0.9876	0.7309	0.9769	0.9960	0.9929	0.9763	0.6802	0.9582	0.9946

Framework versions

Transformers 4.33.1
Pytorch 2.0.1+cu118
Datasets 2.14.5
Tokenizers 0.13.3

segformer-b0_DsD_B16

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

NSDT 3DConvert

UnrealSynth

DreamTexture.js