segformer-b0_DsD

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: 0.0105
Mean Iou: 0.8179
Mean Accuracy: 0.9897
Overall Accuracy: 0.9975
Accuracy Background: nan
Accuracy Haz: 0.9976
Accuracy Matrix: 0.9842
Accuracy Porosity: 0.9794
Accuracy Carbides: 0.9878
Accuracy Substrate: 0.9995
Iou Background: 0.0
Iou Haz: 0.9960
Iou Matrix: 0.9776
Iou Porosity: 0.9619
Iou Carbides: 0.9742
Iou Substrate: 0.9977

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: 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
1.6553	1.0	69	0.3340	0.5627	0.7293	0.9726	nan	0.9675	0.9023	0.0	0.7790	0.9977	0.9650	0.7576	0.0	0.6702	0.9835
1.1255	2.0	138	0.1568	0.5904	0.7439	0.9829	nan	0.9900	0.9546	0.0	0.7804	0.9945	0.9827	0.8359	0.0	0.7333	0.9906
1.4884	3.0	207	0.0731	0.6091	0.7578	0.9858	nan	0.9955	0.9392	0.0	0.8620	0.9923	0.9814	0.8645	0.0	0.8193	0.9896
1.2751	4.0	276	0.0899	0.6278	0.7766	0.9880	nan	0.9855	0.9517	0.0	0.9478	0.9979	0.9817	0.9173	0.0	0.8773	0.9904
1.2961	5.0	345	0.0685	0.6214	0.7703	0.9855	nan	0.9785	0.9811	0.0	0.8932	0.9988	0.9767	0.9063	0.0	0.8591	0.9863
0.6427	6.0	414	0.0511	0.6258	0.7712	0.9887	nan	0.9904	0.9495	0.0	0.9183	0.9975	0.9832	0.9033	0.0	0.8781	0.9902
1.1044	7.0	483	0.0382	0.6294	0.7748	0.9896	nan	0.9953	0.9624	0.0	0.9228	0.9936	0.9849	0.9163	0.0	0.8839	0.9913
1.6	8.0	552	0.0550	0.6334	0.7801	0.9894	nan	0.9851	0.9731	0.0	0.9434	0.9989	0.9835	0.9331	0.0	0.8934	0.9904
0.7372	9.0	621	0.0376	0.6258	0.7716	0.9889	nan	0.9939	0.9864	0.0	0.8845	0.9932	0.9849	0.9169	0.0	0.8620	0.9911
0.4122	10.0	690	0.0330	0.6334	0.7776	0.9913	nan	0.9939	0.9741	0.0	0.9233	0.9967	0.9885	0.9293	0.0	0.8894	0.9930
0.7243	11.0	759	0.0359	0.6310	0.7739	0.9892	nan	0.9890	0.9558	0.0	0.9264	0.9984	0.9839	0.9167	0.0	0.8939	0.9918
0.4106	12.0	828	0.0289	0.6339	0.7777	0.9910	nan	0.9918	0.9753	0.0	0.9235	0.9978	0.9875	0.9313	0.0	0.8925	0.9923
1.4674	13.0	897	0.0271	0.6327	0.7767	0.9912	nan	0.9941	0.9769	0.0	0.9159	0.9966	0.9887	0.9298	0.0	0.8846	0.9929
2.3768	14.0	966	0.0272	0.6407	0.7845	0.9913	nan	0.9905	0.9671	0.0169	0.9495	0.9986	0.9870	0.9388	0.0169	0.9099	0.9918
0.3291	15.0	1035	0.0248	0.6732	0.8229	0.9917	nan	0.9930	0.9603	0.2066	0.9573	0.9974	0.9875	0.9365	0.2066	0.9152	0.9932
1.3952	16.0	1104	0.0260	0.6455	0.7896	0.9916	nan	0.9912	0.9835	0.0421	0.9334	0.9978	0.9879	0.9452	0.0421	0.9050	0.9926
0.7417	17.0	1173	0.0214	0.7140	0.8717	0.9925	nan	0.9957	0.9907	0.4610	0.9151	0.9958	0.9903	0.9384	0.4610	0.9003	0.9938
0.4256	18.0	1242	0.0194	0.7507	0.9122	0.9936	nan	0.9954	0.9808	0.6453	0.9422	0.9973	0.9911	0.9477	0.6453	0.9261	0.9943
0.9927	19.0	1311	0.0233	0.7593	0.9228	0.9922	nan	0.9906	0.9678	0.6989	0.9581	0.9987	0.9869	0.9445	0.6989	0.9333	0.9919
2.3035	20.0	1380	0.0209	0.7580	0.9210	0.9931	nan	0.9910	0.9833	0.6823	0.9491	0.9991	0.9891	0.9513	0.6823	0.9330	0.9926
0.544	21.0	1449	0.0180	0.7607	0.9239	0.9943	nan	0.9956	0.9740	0.6922	0.9595	0.9980	0.9916	0.9494	0.6922	0.9365	0.9946
1.4136	22.0	1518	0.0161	0.7652	0.9283	0.9946	nan	0.9966	0.9822	0.7163	0.9490	0.9976	0.9925	0.9513	0.7163	0.9355	0.9953
0.1696	23.0	1587	0.0177	0.7827	0.9498	0.9939	nan	0.9937	0.9699	0.8178	0.9690	0.9985	0.9902	0.9525	0.8177	0.9415	0.9941
0.707	24.0	1656	0.0174	0.7692	0.9339	0.9937	nan	0.9947	0.9883	0.7537	0.9351	0.9975	0.9911	0.9501	0.7537	0.9259	0.9944
0.1078	25.0	1725	0.0142	0.7808	0.9465	0.9950	nan	0.9957	0.9843	0.8016	0.9526	0.9985	0.9932	0.9575	0.8016	0.9367	0.9957
2.0866	26.0	1794	0.0198	0.7764	0.9423	0.9934	nan	0.9911	0.9820	0.7856	0.9538	0.9992	0.9891	0.9538	0.7856	0.9377	0.9922
0.6049	27.0	1863	0.0180	0.7808	0.9466	0.9941	nan	0.9949	0.9790	0.8064	0.9548	0.9979	0.9907	0.9529	0.8064	0.9411	0.9940
1.4198	28.0	1932	0.0157	0.7856	0.9524	0.9944	nan	0.9939	0.9817	0.8261	0.9618	0.9985	0.9912	0.9593	0.8250	0.9435	0.9945
0.3667	29.0	2001	0.0173	0.7771	0.9429	0.9941	nan	0.9927	0.9846	0.7858	0.9526	0.9991	0.9911	0.9561	0.7858	0.9355	0.9943
0.0332	30.0	2070	0.0159	0.7786	0.9443	0.9948	nan	0.9963	0.9760	0.7891	0.9624	0.9980	0.9925	0.9553	0.7891	0.9397	0.9951
0.101	31.0	2139	0.0164	0.7921	0.9603	0.9943	nan	0.9929	0.9867	0.8622	0.9608	0.9986	0.9909	0.9626	0.8606	0.9449	0.9937
0.0315	32.0	2208	0.0144	0.7813	0.9473	0.9952	nan	0.9944	0.9805	0.7894	0.9731	0.9992	0.9928	0.9631	0.7894	0.9477	0.9949
0.0526	33.0	2277	0.0141	0.7954	0.9634	0.9952	nan	0.9962	0.9793	0.8801	0.9629	0.9983	0.9930	0.9598	0.8780	0.9461	0.9955
0.6578	34.0	2346	0.0131	0.7929	0.9617	0.9954	nan	0.9973	0.9726	0.8598	0.9812	0.9975	0.9936	0.9629	0.8593	0.9459	0.9959
0.1043	35.0	2415	0.0142	0.7837	0.9498	0.9953	nan	0.9959	0.9937	0.8178	0.9429	0.9986	0.9939	0.9582	0.8178	0.9366	0.9958
1.495	36.0	2484	0.0148	0.7868	0.9532	0.9955	nan	0.9959	0.9813	0.8158	0.9745	0.9984	0.9934	0.9650	0.8158	0.9511	0.9957
0.0427	37.0	2553	0.0128	0.7957	0.9632	0.9958	nan	0.9976	0.9813	0.8723	0.9667	0.9980	0.9943	0.9636	0.8710	0.9488	0.9964
0.1001	38.0	2622	0.0143	0.7985	0.9669	0.9950	nan	0.9937	0.9805	0.8910	0.9698	0.9994	0.9922	0.9646	0.8895	0.9498	0.9949
0.0218	39.0	2691	0.0127	0.7872	0.9528	0.9954	nan	0.9960	0.9828	0.8247	0.9619	0.9987	0.9934	0.9614	0.8247	0.9475	0.9961
0.3889	40.0	2760	0.0131	0.7972	0.9647	0.9956	nan	0.9964	0.9817	0.8828	0.9640	0.9986	0.9936	0.9624	0.8820	0.9493	0.9961
0.7839	41.0	2829	0.0125	0.7945	0.9612	0.9957	nan	0.9964	0.9796	0.8645	0.9667	0.9989	0.9940	0.9631	0.8640	0.9490	0.9967
0.4001	42.0	2898	0.0123	0.7953	0.9624	0.9958	nan	0.9955	0.9827	0.8621	0.9727	0.9992	0.9939	0.9662	0.8621	0.9538	0.9960
0.2173	43.0	2967	0.0121	0.8003	0.9682	0.9959	nan	0.9971	0.9833	0.8981	0.9638	0.9984	0.9941	0.9632	0.8966	0.9516	0.9965
0.1528	44.0	3036	0.0122	0.8017	0.9708	0.9956	nan	0.9967	0.9845	0.9194	0.9547	0.9986	0.9938	0.9605	0.9137	0.9458	0.9965
0.341	45.0	3105	0.0164	0.7944	0.9616	0.9946	nan	0.9932	0.9864	0.8697	0.9598	0.9991	0.9913	0.9634	0.8695	0.9481	0.9943
0.0884	46.0	3174	0.0144	0.7989	0.9668	0.9955	nan	0.9967	0.9733	0.8950	0.9705	0.9986	0.9930	0.9573	0.8945	0.9525	0.9960
0.0893	47.0	3243	0.0127	0.7970	0.9642	0.9958	nan	0.9958	0.9814	0.8742	0.9705	0.9991	0.9937	0.9649	0.8739	0.9535	0.9960
0.3686	48.0	3312	0.0130	0.8030	0.9720	0.9957	nan	0.9953	0.9901	0.9148	0.9608	0.9989	0.9936	0.9671	0.9113	0.9500	0.9958
0.3394	49.0	3381	0.0130	0.8000	0.9677	0.9956	nan	0.9970	0.9846	0.8921	0.9671	0.9977	0.9934	0.9672	0.8911	0.9525	0.9960
1.4729	50.0	3450	0.0125	0.8024	0.9707	0.9956	nan	0.9946	0.9856	0.9045	0.9696	0.9993	0.9932	0.9684	0.9031	0.9539	0.9957
1.6113	51.0	3519	0.0132	0.7985	0.9657	0.9960	nan	0.9971	0.9831	0.8828	0.9669	0.9985	0.9940	0.9638	0.8823	0.9549	0.9962
0.0907	52.0	3588	0.0131	0.8002	0.9681	0.9959	nan	0.9969	0.9893	0.9045	0.9508	0.9988	0.9946	0.9616	0.9037	0.9446	0.9966
0.118	53.0	3657	0.0120	0.8037	0.9720	0.9960	nan	0.9961	0.9891	0.9144	0.9615	0.9991	0.9945	0.9682	0.9128	0.9498	0.9968
0.078	54.0	3726	0.0138	0.8012	0.9686	0.9958	nan	0.9959	0.9848	0.8946	0.9689	0.9988	0.9935	0.9677	0.8939	0.9562	0.9959
0.1256	55.0	3795	0.0141	0.8005	0.9684	0.9959	nan	0.9955	0.9929	0.8964	0.9580	0.9992	0.9942	0.9672	0.8952	0.9501	0.9964
0.0723	56.0	3864	0.0123	0.8057	0.9749	0.9960	nan	0.9962	0.9885	0.9275	0.9634	0.9988	0.9943	0.9683	0.9235	0.9512	0.9967
0.0183	57.0	3933	0.0117	0.8059	0.9744	0.9965	nan	0.9965	0.9876	0.9215	0.9668	0.9994	0.9953	0.9696	0.9187	0.9544	0.9971
0.0557	58.0	4002	0.0102	0.8012	0.9685	0.9965	nan	0.9968	0.9872	0.8879	0.9717	0.9989	0.9950	0.9703	0.8874	0.9574	0.9970
0.0543	59.0	4071	0.0113	0.8065	0.9752	0.9962	nan	0.9976	0.9810	0.9267	0.9722	0.9984	0.9945	0.9665	0.9242	0.9571	0.9969
0.0419	60.0	4140	0.0132	0.8080	0.9778	0.9962	nan	0.9972	0.9748	0.9368	0.9814	0.9987	0.9941	0.9648	0.9329	0.9596	0.9967
0.0809	61.0	4209	0.0129	0.8004	0.9674	0.9961	nan	0.9972	0.9837	0.8914	0.9659	0.9987	0.9944	0.9654	0.8913	0.9545	0.9967
0.7166	62.0	4278	0.0126	0.8002	0.9672	0.9965	nan	0.9975	0.9843	0.8796	0.9763	0.9985	0.9948	0.9694	0.8796	0.9606	0.9967
0.2774	63.0	4347	0.0134	0.8006	0.9679	0.9961	nan	0.9959	0.9862	0.8894	0.9690	0.9992	0.9940	0.9676	0.8889	0.9570	0.9963
0.2725	64.0	4416	0.0153	0.8005	0.9677	0.9956	nan	0.9949	0.9856	0.8906	0.9684	0.9992	0.9930	0.9674	0.8904	0.9566	0.9955
0.0217	65.0	4485	0.0134	0.8078	0.9767	0.9961	nan	0.9955	0.9822	0.9301	0.9764	0.9994	0.9938	0.9693	0.9274	0.9600	0.9964
0.0502	66.0	4554	0.0111	0.8093	0.9790	0.9966	nan	0.9968	0.9810	0.9368	0.9813	0.9992	0.9950	0.9708	0.9320	0.9610	0.9972
0.1476	67.0	4623	0.0124	0.8088	0.9779	0.9964	nan	0.9977	0.9886	0.9347	0.9706	0.9979	0.9946	0.9717	0.9310	0.9592	0.9965
0.1823	68.0	4692	0.0118	0.8063	0.9745	0.9965	nan	0.9975	0.9878	0.9278	0.9606	0.9989	0.9953	0.9671	0.9247	0.9533	0.9973
0.2439	69.0	4761	0.0121	0.8058	0.9736	0.9964	nan	0.9966	0.9854	0.9135	0.9736	0.9990	0.9946	0.9707	0.9125	0.9604	0.9968
0.0128	70.0	4830	0.0131	0.8097	0.9790	0.9960	nan	0.9953	0.9856	0.9419	0.9728	0.9993	0.9937	0.9705	0.9384	0.9594	0.9960
0.0189	71.0	4899	0.0119	0.8043	0.9717	0.9965	nan	0.9968	0.9881	0.9108	0.9637	0.9993	0.9951	0.9672	0.9100	0.9561	0.9972
2.1892	72.0	4968	0.0115	0.8113	0.9819	0.9965	nan	0.9967	0.9787	0.9518	0.9830	0.9992	0.9946	0.9692	0.9446	0.9629	0.9968
0.1826	73.0	5037	0.0116	0.8070	0.9748	0.9966	nan	0.9970	0.9860	0.9170	0.9750	0.9989	0.9950	0.9721	0.9161	0.9615	0.9971
1.2686	74.0	5106	0.0123	0.8102	0.9801	0.9964	nan	0.9973	0.9905	0.9491	0.9656	0.9983	0.9946	0.9711	0.9416	0.9572	0.9966
0.2606	75.0	5175	0.0128	0.8081	0.9764	0.9962	nan	0.9960	0.9822	0.9280	0.9766	0.9992	0.9941	0.9705	0.9264	0.9608	0.9966
0.1612	76.0	5244	0.0126	0.8105	0.9803	0.9963	nan	0.9967	0.9777	0.9438	0.9844	0.9987	0.9941	0.9698	0.9399	0.9623	0.9967
0.235	77.0	5313	0.0103	0.8112	0.9802	0.9970	nan	0.9974	0.9835	0.9398	0.9813	0.9991	0.9955	0.9722	0.9368	0.9648	0.9975
0.1346	78.0	5382	0.0102	0.8047	0.9720	0.9968	nan	0.9981	0.9886	0.9042	0.9706	0.9984	0.9955	0.9716	0.9035	0.9602	0.9972
0.0511	79.0	5451	0.0107	0.8105	0.9793	0.9968	nan	0.9982	0.9836	0.9379	0.9784	0.9983	0.9953	0.9724	0.9357	0.9625	0.9972
0.0126	80.0	5520	0.0108	0.8061	0.9738	0.9969	nan	0.9982	0.9893	0.9171	0.9657	0.9987	0.9959	0.9698	0.9163	0.9575	0.9974
0.0148	81.0	5589	0.0115	0.8086	0.9773	0.9968	nan	0.9975	0.9804	0.9246	0.9853	0.9989	0.9953	0.9719	0.9235	0.9636	0.9972
0.3678	82.0	5658	0.0098	0.8133	0.9842	0.9971	nan	0.9984	0.9843	0.9566	0.9835	0.9984	0.9960	0.9749	0.9474	0.9641	0.9974
0.0362	83.0	5727	0.0116	0.8120	0.9825	0.9965	nan	0.9967	0.9849	0.9602	0.9713	0.9993	0.9948	0.9700	0.9495	0.9607	0.9971
0.3183	84.0	5796	0.0119	0.8102	0.9789	0.9967	nan	0.9963	0.9850	0.9344	0.9794	0.9995	0.9950	0.9732	0.9323	0.9637	0.9969
0.0669	85.0	5865	0.0116	0.8111	0.9796	0.9969	nan	0.9970	0.9892	0.9387	0.9739	0.9991	0.9953	0.9738	0.9366	0.9638	0.9970
0.0238	86.0	5934	0.0110	0.8108	0.9798	0.9968	nan	0.9985	0.9835	0.9398	0.9791	0.9981	0.9951	0.9713	0.9377	0.9640	0.9969
0.0423	87.0	6003	0.0092	0.8108	0.9794	0.9969	nan	0.9977	0.9853	0.9366	0.9789	0.9987	0.9954	0.9734	0.9344	0.9644	0.9975
1.3074	88.0	6072	0.0116	0.8103	0.9790	0.9968	nan	0.9967	0.9828	0.9333	0.9828	0.9993	0.9950	0.9725	0.9318	0.9657	0.9968
0.1152	89.0	6141	0.0108	0.8104	0.9789	0.9969	nan	0.9977	0.9854	0.9330	0.9797	0.9987	0.9953	0.9736	0.9313	0.9652	0.9971
1.4831	90.0	6210	0.0111	0.8122	0.9838	0.9970	nan	0.9977	0.9780	0.9543	0.9900	0.9991	0.9960	0.9721	0.9462	0.9615	0.9976
1.1411	91.0	6279	0.0131	0.8121	0.9857	0.9964	nan	0.9955	0.9766	0.9663	0.9903	0.9996	0.9945	0.9715	0.9505	0.9597	0.9966
0.1295	92.0	6348	0.0108	0.8133	0.9834	0.9972	nan	0.9980	0.9802	0.9543	0.9854	0.9991	0.9960	0.9721	0.9487	0.9652	0.9976
0.0519	93.0	6417	0.0098	0.8125	0.9817	0.9973	nan	0.9980	0.9872	0.9419	0.9823	0.9988	0.9963	0.9761	0.9395	0.9656	0.9976
0.0285	94.0	6486	0.0104	0.8129	0.9827	0.9972	nan	0.9979	0.9805	0.9500	0.9861	0.9991	0.9961	0.9734	0.9454	0.9647	0.9977
0.0485	95.0	6555	0.0112	0.8139	0.9858	0.9970	nan	0.9973	0.9839	0.9646	0.9840	0.9989	0.9955	0.9752	0.9506	0.9650	0.9971
0.0252	96.0	6624	0.0103	0.8133	0.9825	0.9970	nan	0.9967	0.9864	0.9492	0.9809	0.9996	0.9957	0.9754	0.9458	0.9657	0.9973
0.1431	97.0	6693	0.0101	0.8134	0.9834	0.9970	nan	0.9969	0.9821	0.9539	0.9847	0.9996	0.9956	0.9739	0.9475	0.9659	0.9974
0.1182	98.0	6762	0.0121	0.8117	0.9801	0.9968	nan	0.9964	0.9894	0.9395	0.9756	0.9994	0.9952	0.9751	0.9378	0.9653	0.9967
0.0447	99.0	6831	0.0103	0.8149	0.9851	0.9971	nan	0.9980	0.9849	0.9626	0.9814	0.9988	0.9956	0.9747	0.9538	0.9677	0.9975
0.0148	100.0	6900	0.0103	0.8113	0.9801	0.9971	nan	0.9970	0.9816	0.9353	0.9871	0.9995	0.9955	0.9737	0.9337	0.9676	0.9972
0.0115	101.0	6969	0.0095	0.8130	0.9822	0.9973	nan	0.9981	0.9860	0.9459	0.9819	0.9989	0.9961	0.9757	0.9418	0.9670	0.9975
0.0278	102.0	7038	0.0114	0.8144	0.9852	0.9970	nan	0.9979	0.9821	0.9665	0.9809	0.9989	0.9954	0.9717	0.9556	0.9665	0.9973
0.1016	103.0	7107	0.0110	0.8147	0.9851	0.9970	nan	0.9973	0.9835	0.9622	0.9835	0.9991	0.9954	0.9744	0.9533	0.9679	0.9972
1.2013	104.0	7176	0.0118	0.8124	0.9810	0.9970	nan	0.9965	0.9900	0.9401	0.9791	0.9994	0.9953	0.9769	0.9376	0.9675	0.9971
1.025	105.0	7245	0.0109	0.8127	0.9817	0.9971	nan	0.9978	0.9830	0.9462	0.9823	0.9992	0.9957	0.9729	0.9427	0.9675	0.9975
0.117	106.0	7314	0.0116	0.8128	0.9824	0.9968	nan	0.9966	0.9864	0.9511	0.9784	0.9993	0.9950	0.9743	0.9445	0.9664	0.9968
0.0272	107.0	7383	0.0116	0.8146	0.9855	0.9968	nan	0.9968	0.9829	0.9650	0.9834	0.9992	0.9951	0.9741	0.9560	0.9651	0.9970
0.0881	108.0	7452	0.0100	0.8140	0.9837	0.9971	nan	0.9977	0.9858	0.9595	0.9765	0.9991	0.9958	0.9735	0.9522	0.9649	0.9975
0.0059	109.0	7521	0.0099	0.8154	0.9857	0.9971	nan	0.9971	0.9875	0.9660	0.9784	0.9993	0.9957	0.9759	0.9567	0.9663	0.9975
0.0336	110.0	7590	0.0102	0.8154	0.9856	0.9973	nan	0.9978	0.9871	0.9662	0.9780	0.9992	0.9961	0.9754	0.9565	0.9668	0.9977
0.1114	111.0	7659	0.0114	0.8143	0.9869	0.9970	nan	0.9971	0.9804	0.9711	0.9862	0.9995	0.9956	0.9736	0.9530	0.9659	0.9974
0.031	112.0	7728	0.0106	0.8151	0.9867	0.9971	nan	0.9974	0.9838	0.9725	0.9801	0.9995	0.9957	0.9734	0.9568	0.9673	0.9975
0.1676	113.0	7797	0.0100	0.8148	0.9863	0.9971	nan	0.9980	0.9815	0.9697	0.9836	0.9990	0.9957	0.9732	0.9550	0.9672	0.9977
0.8799	114.0	7866	0.0108	0.8147	0.9902	0.9973	nan	0.9976	0.9822	0.9848	0.9869	0.9993	0.9960	0.9752	0.9508	0.9685	0.9976
0.118	115.0	7935	0.0121	0.8150	0.9853	0.9972	nan	0.9973	0.9856	0.9639	0.9802	0.9995	0.9957	0.9745	0.9545	0.9682	0.9974
0.016	116.0	8004	0.0103	0.8154	0.9882	0.9972	nan	0.9970	0.9835	0.9753	0.9855	0.9995	0.9959	0.9755	0.9569	0.9668	0.9976
0.0508	117.0	8073	0.0114	0.8141	0.9832	0.9971	nan	0.9983	0.9865	0.9577	0.9749	0.9988	0.9958	0.9722	0.9534	0.9658	0.9975
0.049	118.0	8142	0.0088	0.8145	0.9867	0.9972	nan	0.9978	0.9795	0.9670	0.9900	0.9991	0.9963	0.9740	0.9564	0.9628	0.9978
0.0144	119.0	8211	0.0108	0.8152	0.9859	0.9972	nan	0.9976	0.9809	0.9671	0.9845	0.9994	0.9958	0.9730	0.9570	0.9678	0.9976
0.0145	120.0	8280	0.0100	0.8153	0.9843	0.9973	nan	0.9970	0.9870	0.9558	0.9823	0.9996	0.9958	0.9771	0.9512	0.9702	0.9975
0.0271	121.0	8349	0.0105	0.8164	0.9880	0.9971	nan	0.9968	0.9887	0.9732	0.9822	0.9993	0.9955	0.9785	0.9571	0.9702	0.9972
0.1082	122.0	8418	0.0108	0.8156	0.9864	0.9971	nan	0.9970	0.9851	0.9663	0.9841	0.9994	0.9955	0.9764	0.9552	0.9691	0.9973
0.0267	123.0	8487	0.0097	0.8160	0.9888	0.9972	nan	0.9974	0.9852	0.9783	0.9837	0.9993	0.9960	0.9766	0.9584	0.9673	0.9976
0.0307	124.0	8556	0.0105	0.8148	0.9850	0.9972	nan	0.9980	0.9863	0.9665	0.9752	0.9992	0.9960	0.9728	0.9567	0.9657	0.9976
0.7752	125.0	8625	0.0105	0.8137	0.9906	0.9972	nan	0.9977	0.9789	0.9872	0.9902	0.9992	0.9961	0.9738	0.9496	0.9652	0.9977
0.1058	126.0	8694	0.0105	0.8134	0.9905	0.9971	nan	0.9974	0.9769	0.9864	0.9925	0.9994	0.9960	0.9729	0.9494	0.9642	0.9977
1.3213	127.0	8763	0.0112	0.8132	0.9905	0.9971	nan	0.9971	0.9783	0.9871	0.9906	0.9995	0.9957	0.9739	0.9450	0.9673	0.9974
1.1358	128.0	8832	0.0111	0.8161	0.9896	0.9972	nan	0.9972	0.9845	0.9826	0.9841	0.9995	0.9957	0.9760	0.9574	0.9700	0.9975
0.0759	129.0	8901	0.0111	0.8144	0.9891	0.9972	nan	0.9983	0.9737	0.9842	0.9903	0.9992	0.9958	0.9692	0.9558	0.9677	0.9980
0.0249	130.0	8970	0.0113	0.8163	0.9891	0.9973	nan	0.9976	0.9820	0.9791	0.9875	0.9993	0.9959	0.9758	0.9589	0.9693	0.9976
0.0254	131.0	9039	0.0117	0.8162	0.9881	0.9971	nan	0.9966	0.9846	0.9746	0.9850	0.9996	0.9956	0.9769	0.9585	0.9686	0.9974
0.0837	132.0	9108	0.0116	0.8157	0.9867	0.9971	nan	0.9973	0.9850	0.9708	0.9809	0.9993	0.9955	0.9747	0.9566	0.9701	0.9974
0.0105	133.0	9177	0.0115	0.8160	0.9872	0.9972	nan	0.9978	0.9795	0.9746	0.9846	0.9995	0.9956	0.9718	0.9596	0.9711	0.9978
1.5008	134.0	9246	0.0136	0.8151	0.9882	0.9968	nan	0.9966	0.9803	0.9799	0.9846	0.9995	0.9947	0.9725	0.9553	0.9710	0.9970
0.1098	135.0	9315	0.0124	0.8139	0.9896	0.9969	nan	0.9969	0.9750	0.9836	0.9929	0.9996	0.9954	0.9715	0.9543	0.9648	0.9972
0.0285	136.0	9384	0.0101	0.8142	0.9902	0.9972	nan	0.9977	0.9805	0.9837	0.9900	0.9992	0.9962	0.9759	0.9486	0.9665	0.9978
0.2611	137.0	9453	0.0106	0.8151	0.9905	0.9972	nan	0.9974	0.9809	0.9872	0.9875	0.9995	0.9958	0.9749	0.9523	0.9702	0.9977
0.0246	138.0	9522	0.0091	0.8146	0.9897	0.9975	nan	0.9976	0.9888	0.9834	0.9793	0.9994	0.9965	0.9781	0.9471	0.9680	0.9980
0.0066	139.0	9591	0.0117	0.8163	0.9885	0.9972	nan	0.9980	0.9798	0.9804	0.9851	0.9992	0.9956	0.9720	0.9615	0.9712	0.9977
0.0212	140.0	9660	0.0114	0.8159	0.9882	0.9972	nan	0.9978	0.9791	0.9759	0.9889	0.9993	0.9958	0.9735	0.9582	0.9701	0.9976
0.0344	141.0	9729	0.0110	0.8163	0.9901	0.9971	nan	0.9970	0.9819	0.9845	0.9875	0.9995	0.9956	0.9759	0.9598	0.9692	0.9974
0.0163	142.0	9798	0.0095	0.8170	0.9872	0.9975	nan	0.9980	0.9841	0.9698	0.9849	0.9994	0.9962	0.9759	0.9600	0.9719	0.9979
0.0151	143.0	9867	0.0106	0.8170	0.9897	0.9975	nan	0.9979	0.9828	0.9818	0.9867	0.9994	0.9962	0.9761	0.9594	0.9722	0.9979
0.944	144.0	9936	0.0094	0.8164	0.9892	0.9975	nan	0.9976	0.9853	0.9775	0.9861	0.9995	0.9963	0.9778	0.9548	0.9717	0.9979
0.1217	145.0	10005	0.0112	0.8164	0.9885	0.9971	nan	0.9966	0.9854	0.9772	0.9838	0.9997	0.9955	0.9772	0.9575	0.9707	0.9974
0.0077	146.0	10074	0.0100	0.8147	0.9896	0.9973	nan	0.9979	0.9792	0.9828	0.9890	0.9993	0.9960	0.9742	0.9507	0.9692	0.9979
0.1318	147.0	10143	0.0102	0.8164	0.9892	0.9974	nan	0.9981	0.9854	0.9810	0.9823	0.9992	0.9961	0.9762	0.9570	0.9713	0.9978
1.3086	148.0	10212	0.0114	0.8161	0.9886	0.9972	nan	0.9972	0.9829	0.9773	0.9859	0.9995	0.9955	0.9752	0.9552	0.9729	0.9975
0.0104	149.0	10281	0.0095	0.8151	0.9908	0.9974	nan	0.9975	0.9845	0.9848	0.9877	0.9995	0.9962	0.9778	0.9476	0.9711	0.9977
0.9713	150.0	10350	0.0138	0.8153	0.9880	0.9970	nan	0.9972	0.9793	0.9778	0.9861	0.9995	0.9950	0.9718	0.9548	0.9727	0.9973
0.0128	151.0	10419	0.0123	0.8152	0.9883	0.9972	nan	0.9978	0.9785	0.9788	0.9872	0.9994	0.9955	0.9718	0.9542	0.9721	0.9978
0.7545	152.0	10488	0.0116	0.8129	0.9914	0.9971	nan	0.9968	0.9832	0.9903	0.9871	0.9995	0.9954	0.9768	0.9369	0.9711	0.9974
0.0929	153.0	10557	0.0103	0.8168	0.9898	0.9974	nan	0.9976	0.9833	0.9799	0.9888	0.9992	0.9960	0.9774	0.9583	0.9713	0.9978
0.0095	154.0	10626	0.0093	0.8161	0.9900	0.9974	nan	0.9975	0.9804	0.9818	0.9907	0.9995	0.9962	0.9759	0.9572	0.9693	0.9980
0.0085	155.0	10695	0.0094	0.8173	0.9887	0.9975	nan	0.9977	0.9835	0.9761	0.9868	0.9996	0.9962	0.9765	0.9601	0.9732	0.9979
0.0121	156.0	10764	0.0104	0.8173	0.9898	0.9974	nan	0.9969	0.9871	0.9789	0.9867	0.9996	0.9958	0.9795	0.9575	0.9737	0.9974
0.0693	157.0	10833	0.0092	0.8163	0.9904	0.9975	nan	0.9978	0.9854	0.9837	0.9856	0.9993	0.9962	0.9782	0.9537	0.9718	0.9978
0.0733	158.0	10902	0.0117	0.8161	0.9880	0.9971	nan	0.9975	0.9805	0.9788	0.9835	0.9995	0.9954	0.9724	0.9589	0.9720	0.9977
0.0661	159.0	10971	0.0099	0.8171	0.9875	0.9975	nan	0.9977	0.9874	0.9706	0.9825	0.9994	0.9962	0.9780	0.9576	0.9728	0.9978
0.0185	160.0	11040	0.0094	0.8168	0.9902	0.9976	nan	0.9978	0.9845	0.9802	0.9889	0.9995	0.9965	0.9784	0.9545	0.9734	0.9979
0.6565	161.0	11109	0.0126	0.8169	0.9887	0.9973	nan	0.9979	0.9817	0.9784	0.9860	0.9993	0.9957	0.9742	0.9608	0.9730	0.9977
0.1789	162.0	11178	0.0106	0.8162	0.9896	0.9973	nan	0.9974	0.9844	0.9837	0.9831	0.9995	0.9958	0.9762	0.9558	0.9715	0.9977
0.0208	163.0	11247	0.0103	0.8162	0.9891	0.9974	nan	0.9981	0.9827	0.9816	0.9837	0.9993	0.9959	0.9744	0.9561	0.9726	0.9980
0.0125	164.0	11316	0.0104	0.8170	0.9887	0.9974	nan	0.9977	0.9800	0.9756	0.9907	0.9995	0.9959	0.9749	0.9602	0.9728	0.9978
0.0881	165.0	11385	0.0122	0.8164	0.9896	0.9972	nan	0.9971	0.9805	0.9821	0.9887	0.9996	0.9953	0.9747	0.9577	0.9730	0.9974
0.0212	166.0	11454	0.0101	0.8169	0.9902	0.9974	nan	0.9976	0.9828	0.9816	0.9898	0.9994	0.9961	0.9775	0.9585	0.9718	0.9978
0.0201	167.0	11523	0.0107	0.8149	0.9916	0.9974	nan	0.9978	0.9816	0.9882	0.9911	0.9993	0.9961	0.9770	0.9460	0.9723	0.9977
0.02	168.0	11592	0.0104	0.8176	0.9896	0.9974	nan	0.9971	0.9875	0.9794	0.9846	0.9995	0.9960	0.9796	0.9604	0.9717	0.9977
0.0567	169.0	11661	0.0114	0.8166	0.9898	0.9974	nan	0.9980	0.9815	0.9826	0.9876	0.9992	0.9959	0.9749	0.9581	0.9732	0.9978
0.1441	170.0	11730	0.0109	0.8154	0.9908	0.9973	nan	0.9979	0.9797	0.9879	0.9893	0.9993	0.9958	0.9744	0.952	0.9723	0.9977
0.0204	171.0	11799	0.0098	0.8169	0.9892	0.9974	nan	0.9981	0.9816	0.9781	0.9890	0.9992	0.9961	0.9760	0.9591	0.9722	0.9978
0.0053	172.0	11868	0.0086	0.8179	0.9901	0.9976	nan	0.9978	0.9858	0.9807	0.9866	0.9994	0.9964	0.9788	0.9612	0.9728	0.9979
0.1068	173.0	11937	0.0103	0.8172	0.9885	0.9972	nan	0.9971	0.9850	0.9769	0.9840	0.9995	0.9957	0.9775	0.9612	0.9716	0.9976
0.0187	174.0	12006	0.0099	0.8176	0.9899	0.9974	nan	0.9973	0.9858	0.9807	0.9861	0.9995	0.9960	0.9789	0.9606	0.9726	0.9977
0.0214	175.0	12075	0.0109	0.8173	0.9904	0.9974	nan	0.9974	0.9853	0.9839	0.9859	0.9995	0.9959	0.9779	0.9589	0.9734	0.9976
0.0059	176.0	12144	0.0104	0.8178	0.9893	0.9975	nan	0.9977	0.9843	0.9781	0.9868	0.9994	0.9960	0.9772	0.9622	0.9735	0.9977
0.0527	177.0	12213	0.0103	0.8178	0.9901	0.9974	nan	0.9973	0.9832	0.9807	0.9897	0.9996	0.9959	0.9778	0.9621	0.9734	0.9976
0.0624	178.0	12282	0.0097	0.8174	0.9908	0.9975	nan	0.9975	0.9853	0.9832	0.9885	0.9994	0.9961	0.9791	0.9583	0.9734	0.9976
0.0495	179.0	12351	0.0105	0.8177	0.9901	0.9975	nan	0.9974	0.9853	0.9808	0.9873	0.9995	0.9961	0.9787	0.9602	0.9737	0.9977
0.0089	180.0	12420	0.0101	0.8178	0.9893	0.9974	nan	0.9971	0.9882	0.9781	0.9835	0.9996	0.9960	0.9796	0.9608	0.9731	0.9976
0.0482	181.0	12489	0.0099	0.8174	0.9875	0.9974	nan	0.9976	0.9862	0.9714	0.9829	0.9994	0.9960	0.9774	0.9604	0.9727	0.9979
0.0089	182.0	12558	0.0100	0.8176	0.9904	0.9974	nan	0.9974	0.9845	0.9831	0.9878	0.9995	0.9960	0.9782	0.9604	0.9731	0.9977
0.6798	183.0	12627	0.0120	0.8171	0.9890	0.9972	nan	0.9973	0.9824	0.9810	0.9847	0.9995	0.9953	0.9745	0.9620	0.9733	0.9975
0.7813	184.0	12696	0.0111	0.8165	0.9909	0.9974	nan	0.9977	0.9820	0.9860	0.9895	0.9994	0.9960	0.9765	0.9554	0.9733	0.9977
0.0163	185.0	12765	0.0117	0.8165	0.9870	0.9972	nan	0.9979	0.9804	0.9738	0.9834	0.9993	0.9954	0.9722	0.9611	0.9724	0.9977
0.8299	186.0	12834	0.0101	0.8173	0.9896	0.9975	nan	0.9977	0.9859	0.9816	0.9833	0.9995	0.9961	0.9772	0.9596	0.9732	0.9979
0.0881	187.0	12903	0.0110	0.8176	0.9908	0.9975	nan	0.9973	0.9849	0.9834	0.9889	0.9996	0.9961	0.9789	0.9594	0.9739	0.9977
0.0387	188.0	12972	0.0112	0.8162	0.9913	0.9975	nan	0.9977	0.9815	0.9864	0.9913	0.9995	0.9962	0.9770	0.9534	0.9724	0.9979
0.0077	189.0	13041	0.0102	0.8170	0.9900	0.9975	nan	0.9981	0.9817	0.9839	0.9869	0.9994	0.9961	0.9751	0.9594	0.9732	0.9980
0.0087	190.0	13110	0.0099	0.8176	0.9901	0.9975	nan	0.9975	0.9845	0.9813	0.9874	0.9995	0.9961	0.9779	0.9602	0.9735	0.9978
0.0477	191.0	13179	0.0111	0.8168	0.9897	0.9973	nan	0.9973	0.9809	0.9813	0.9895	0.9995	0.9956	0.9757	0.9593	0.9728	0.9976
0.0783	192.0	13248	0.0101	0.8171	0.9907	0.9974	nan	0.9975	0.9835	0.9844	0.9889	0.9994	0.9960	0.9781	0.9583	0.9726	0.9977
0.0149	193.0	13317	0.0110	0.8175	0.9910	0.9974	nan	0.9973	0.9859	0.9853	0.9872	0.9995	0.9960	0.9795	0.9582	0.9735	0.9976
0.0494	194.0	13386	0.0112	0.8169	0.9893	0.9972	nan	0.9976	0.9805	0.9818	0.9870	0.9994	0.9955	0.9740	0.9605	0.9737	0.9976
0.077	195.0	13455	0.0120	0.8174	0.9913	0.9974	nan	0.9969	0.9853	0.9847	0.9899	0.9996	0.9958	0.9800	0.9578	0.9735	0.9974
0.0154	196.0	13524	0.0108	0.8170	0.9900	0.9973	nan	0.9972	0.9839	0.9842	0.9851	0.9995	0.9956	0.9764	0.9592	0.9734	0.9975
0.0517	197.0	13593	0.0105	0.8176	0.9897	0.9974	nan	0.9976	0.9823	0.9794	0.9898	0.9994	0.9959	0.9770	0.9616	0.9737	0.9977
0.0034	198.0	13662	0.0102	0.8179	0.9888	0.9975	nan	0.9975	0.9838	0.9759	0.9874	0.9995	0.9960	0.9775	0.9625	0.9733	0.9978
0.7202	199.0	13731	0.0107	0.8167	0.9912	0.9974	nan	0.9975	0.9832	0.9864	0.9896	0.9994	0.9960	0.9782	0.9550	0.9730	0.9977
0.0138	200.0	13800	0.0105	0.8179	0.9897	0.9975	nan	0.9976	0.9842	0.9794	0.9878	0.9995	0.9960	0.9776	0.9619	0.9742	0.9977

Framework versions

Transformers 4.33.1
Pytorch 2.0.1+cu118
Datasets 2.14.5
Tokenizers 0.13.3

segformer-b0_DsD

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

NSDT 3DConvert

UnrealSynth

DreamTexture.js