segformer-b5-finetuned-human-parsing

krnl/segformer-b5-finetuned-human-parsing

segformer-b5-finetuned-human-parsing is a image segmentation model from krnl. Use it for the image segmentation task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as other.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Image Segmentation
Library: transformers
License: other
Model type: segformer
Access: Public
Created: Jan 17, 2024
Updated: Jan 17, 2024
SHA: 5603cf67

Model card

From the Hugging Face model README

segformer-b5-finetuned-human-parsing

This model is a fine-tuned version of nvidia/mit-b5 on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.2292
Mean Iou: 0.6258
Mean Accuracy: 0.7547
Overall Accuracy: 0.8256
Accuracy Background: nan
Accuracy Hat: 0.8561
Accuracy Hair: 0.8974
Accuracy Sunglasses: 0.7540
Accuracy Upper-clothes: 0.8553
Accuracy Skirt: 0.7026
Accuracy Pants: 0.8913
Accuracy Dress: 0.7525
Accuracy Belt: 0.4251
Accuracy Left-shoe: 0.6014
Accuracy Right-shoe: 0.6374
Accuracy Face: 0.9094
Accuracy Left-leg: 0.8452
Accuracy Right-leg: 0.8343
Accuracy Left-arm: 0.8506
Accuracy Right-arm: 0.8287
Accuracy Bag: 0.8232
Accuracy Scarf: 0.3662
Iou Background: 0.0
Iou Hat: 0.7625
Iou Hair: 0.8171
Iou Sunglasses: 0.6400
Iou Upper-clothes: 0.7700
Iou Skirt: 0.6211
Iou Pants: 0.7788
Iou Dress: 0.5512
Iou Belt: 0.3564
Iou Left-shoe: 0.5032
Iou Right-shoe: 0.5381
Iou Face: 0.8294
Iou Left-leg: 0.7412
Iou Right-leg: 0.7591
Iou Left-arm: 0.7579
Iou Right-arm: 0.7705
Iou Bag: 0.7729
Iou Scarf: 0.2956

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: 15

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Background	Accuracy Hat	Accuracy Hair	Accuracy Sunglasses	Accuracy Upper-clothes	Accuracy Skirt	Accuracy Pants	Accuracy Dress	Accuracy Belt	Accuracy Left-shoe	Accuracy Right-shoe	Accuracy Face	Accuracy Left-leg	Accuracy Right-leg	Accuracy Left-arm	Accuracy Right-arm	Accuracy Bag	Accuracy Scarf	Iou Hat	Iou Hair	Iou Sunglasses	Iou Upper-clothes	Iou Skirt	Iou Pants	Iou Dress	Iou Belt	Iou Left-shoe	Iou Right-shoe	Iou Face	Iou Left-leg	Iou Right-leg	Iou Left-arm	Iou Right-arm	Iou Bag	Iou Scarf
1.1597	0.04	20	1.5815	0.1179	0.1991	0.4296	nan	0.0060	0.6905	0.0	0.7657	0.0108	0.6431	0.2946	0.0	0.0288	0.0366	0.1480	0.0025	0.5692	0.0096	0.0259	0.1537	0.0	0.0051	0.4253	0.0	0.5199	0.0103	0.3388	0.1700	0.0	0.0258	0.0338	0.0895	0.0025	0.3162	0.0094	0.0253	0.1495	0.0
0.6963	0.08	40	0.8073	0.1759	0.2719	0.4628	nan	0.0015	0.8699	0.0	0.4736	0.4932	0.5141	0.6775	0.0	0.0062	0.1038	0.5301	0.0916	0.5071	0.0092	0.0549	0.2889	0.0	0.0015	0.6169	0.0	0.4242	0.2202	0.3522	0.2251	0.0	0.0062	0.0904	0.4914	0.0852	0.3160	0.0092	0.0541	0.2731	0.0
0.5786	0.12	60	0.6136	0.2538	0.3642	0.4679	nan	0.0180	0.8122	0.0	0.1998	0.0000	0.6621	0.8592	0.0	0.1440	0.2772	0.8381	0.4032	0.6068	0.4182	0.3097	0.6434	0.0	0.0179	0.6760	0.0	0.1951	0.0000	0.5471	0.2218	0.0	0.1147	0.2032	0.6403	0.3189	0.4204	0.3505	0.2947	0.5676	0.0
0.324	0.16	80	0.4282	0.2893	0.4044	0.6041	nan	0.0147	0.7890	0.0	0.8222	0.7984	0.6646	0.1038	0.0	0.0896	0.3308	0.8277	0.4099	0.6839	0.2401	0.5474	0.5521	0.0	0.0147	0.6800	0.0	0.6159	0.3049	0.5913	0.0938	0.0	0.0802	0.2394	0.6598	0.3178	0.4504	0.2288	0.4189	0.5113	0.0
0.297	0.2	100	0.4020	0.3034	0.4230	0.6332	nan	0.0048	0.8076	0.0080	0.9042	0.6567	0.8036	0.0317	0.0	0.0481	0.5298	0.7728	0.2589	0.7232	0.5941	0.3839	0.6643	0.0	0.0048	0.6708	0.0080	0.6300	0.3836	0.5929	0.0314	0.0	0.0441	0.3152	0.6726	0.2420	0.4745	0.4532	0.3631	0.5759	0.0
0.2608	0.24	120	0.3538	0.3444	0.4554	0.6504	nan	0.2922	0.8078	0.0753	0.8472	0.0425	0.6961	0.6197	0.0	0.2550	0.3074	0.8020	0.5636	0.6895	0.3779	0.6930	0.6734	0.0	0.2757	0.6940	0.0747	0.6457	0.0419	0.6098	0.3611	0.0	0.1849	0.2412	0.7038	0.4513	0.5038	0.3439	0.4760	0.5915	0.0
0.3306	0.28	140	0.3281	0.3562	0.4736	0.6560	nan	0.4111	0.8576	0.1953	0.8081	0.6916	0.7888	0.3489	0.0	0.0809	0.3612	0.8132	0.0622	0.7078	0.6328	0.5437	0.7482	0.0	0.3895	0.7227	0.1857	0.6777	0.3750	0.6015	0.2749	0.0	0.0740	0.2602	0.7070	0.0612	0.4348	0.5114	0.4966	0.6385	0.0
0.364	0.32	160	0.3368	0.3689	0.4836	0.6531	nan	0.3898	0.8453	0.1743	0.9269	0.2493	0.7922	0.0842	0.0	0.4874	0.2384	0.8116	0.6226	0.5731	0.6049	0.6620	0.7597	0.0	0.3746	0.7246	0.1690	0.6015	0.1998	0.5942	0.0786	0.0	0.2682	0.1904	0.7015	0.4781	0.4781	0.5452	0.5804	0.6562	0.0
0.635	0.36	180	0.3092	0.3699	0.4903	0.6319	nan	0.4996	0.8387	0.2136	0.6184	0.0129	0.7920	0.8199	0.0	0.1895	0.3028	0.8307	0.7258	0.3386	0.7480	0.6543	0.7511	0.0	0.4613	0.7126	0.2042	0.5589	0.0128	0.6658	0.3529	0.0	0.1622	0.2426	0.7363	0.4646	0.3144	0.5794	0.5575	0.6321	0.0
0.1464	0.4	200	0.3306	0.3809	0.5041	0.6544	nan	0.6110	0.8337	0.2420	0.8913	0.8862	0.6492	0.0004	0.0	0.2888	0.2949	0.8514	0.4630	0.7751	0.7020	0.5429	0.5386	0.0	0.5329	0.7348	0.2331	0.6567	0.3661	0.5769	0.0004	0.0	0.2221	0.2333	0.7431	0.4133	0.5478	0.5718	0.5125	0.5107	0.0
0.2257	0.44	220	0.2751	0.4089	0.5400	0.6752	nan	0.6851	0.8458	0.4204	0.7241	0.1085	0.7997	0.7657	0.0	0.2458	0.4039	0.8858	0.7863	0.3199	0.7405	0.6974	0.7508	0.0	0.5815	0.7437	0.3776	0.6458	0.1033	0.6526	0.3966	0.0	0.2027	0.3078	0.7438	0.4680	0.2966	0.6204	0.5942	0.6260	0.0
0.3069	0.48	240	0.2614	0.4163	0.5499	0.6868	nan	0.6246	0.8571	0.3130	0.7765	0.8266	0.7786	0.3212	0.0	0.3560	0.3736	0.8579	0.1780	0.8761	0.7423	0.7693	0.6970	0.0	0.5597	0.7370	0.2931	0.6733	0.4032	0.6889	0.2487	0.0	0.2662	0.2901	0.7425	0.1724	0.4957	0.6373	0.6376	0.6470	0.0
0.1454	0.52	260	0.2563	0.4316	0.5610	0.6965	nan	0.6707	0.8388	0.5572	0.7616	0.3854	0.7280	0.7114	0.0	0.1934	0.3621	0.8718	0.7860	0.6140	0.7403	0.5340	0.7820	0.0	0.5710	0.7446	0.4497	0.6637	0.3125	0.6624	0.4219	0.0	0.1731	0.2862	0.7295	0.5339	0.5054	0.5742	0.4967	0.6449	0.0
0.1522	0.56	280	0.2521	0.4327	0.5567	0.7138	nan	0.5098	0.9135	0.3399	0.8898	0.5537	0.7508	0.2922	0.0	0.3367	0.2484	0.8388	0.7460	0.7191	0.7496	0.7996	0.7753	0.0	0.4902	0.7541	0.3196	0.6924	0.3853	0.6261	0.2512	0.0	0.2575	0.2171	0.7393	0.5563	0.5633	0.6403	0.6335	0.6621	0.0
0.1872	0.6	300	0.2359	0.4557	0.5797	0.7247	nan	0.6901	0.8832	0.5498	0.8857	0.6636	0.7843	0.3983	0.0	0.4549	0.2292	0.8147	0.7126	0.6223	0.7467	0.7014	0.7185	0.0	0.5881	0.7556	0.4621	0.7131	0.4264	0.6506	0.3311	0.0	0.3025	0.1975	0.7350	0.5635	0.5513	0.6505	0.6318	0.6439	0.0
0.2512	0.64	320	0.2601	0.4363	0.5599	0.6801	nan	0.6470	0.8482	0.3819	0.6317	0.2525	0.7437	0.8755	0.0	0.1737	0.5412	0.8907	0.5915	0.7943	0.7177	0.7437	0.6852	0.0	0.5580	0.7612	0.3645	0.5718	0.2362	0.6671	0.3836	0.0	0.1621	0.3641	0.7486	0.5132	0.5865	0.6472	0.6479	0.6409	0.0
0.6521	0.68	340	0.2286	0.4716	0.6024	0.7351	nan	0.6559	0.8492	0.3976	0.7517	0.5818	0.7622	0.7422	0.0	0.5277	0.2673	0.9098	0.7514	0.6903	0.7853	0.7795	0.7896	0.0	0.5839	0.7531	0.3761	0.6829	0.4643	0.6722	0.4762	0.0	0.3375	0.2261	0.7551	0.5838	0.5730	0.6548	0.6501	0.6987	0.0
0.1734	0.72	360	0.2511	0.4464	0.5731	0.7074	nan	0.6326	0.8339	0.5953	0.8987	0.8731	0.7575	0.1617	0.0	0.2314	0.5741	0.8497	0.6140	0.6973	0.5250	0.7576	0.7406	0.0	0.5777	0.7535	0.4840	0.6597	0.5208	0.6261	0.1507	0.0	0.2110	0.3920	0.7579	0.5436	0.5825	0.4959	0.6090	0.6702	0.0
0.1596	0.76	380	0.2303	0.4702	0.5922	0.7351	nan	0.6336	0.8772	0.4196	0.8004	0.4307	0.7034	0.7554	0.0	0.2914	0.4563	0.8930	0.7517	0.7146	0.7649	0.7420	0.8336	0.0	0.5854	0.7635	0.3937	0.6838	0.3957	0.6295	0.4857	0.0	0.2497	0.3439	0.7526	0.6021	0.6055	0.6591	0.6473	0.6657	0.0
0.1359	0.8	400	0.2332	0.4592	0.5773	0.7182	nan	0.6759	0.8564	0.5305	0.8221	0.4710	0.8463	0.5733	0.0	0.2630	0.5031	0.8314	0.7079	0.7295	0.7449	0.7233	0.5357	0.0	0.6046	0.7593	0.4670	0.7005	0.3678	0.5672	0.4327	0.0	0.2265	0.3566	0.7593	0.5975	0.6161	0.6456	0.6470	0.5178	0.0
0.2014	0.84	420	0.2298	0.4709	0.5957	0.7268	nan	0.6207	0.8571	0.5146	0.7670	0.6367	0.6238	0.7682	0.0	0.2470	0.4863	0.8939	0.5487	0.8665	0.7735	0.7827	0.7405	0.0	0.5729	0.7737	0.4637	0.6774	0.4588	0.5840	0.4656	0.0	0.2219	0.3668	0.7764	0.5020	0.5959	0.6641	0.6698	0.6833	0.0
0.137	0.88	440	0.2260	0.4824	0.6147	0.7401	nan	0.7197	0.8823	0.6023	0.8544	0.9048	0.7837	0.3094	0.0245	0.2877	0.4592	0.8905	0.6846	0.8472	0.7109	0.7647	0.7230	0.0	0.6089	0.7638	0.5071	0.7154	0.5084	0.6749	0.2801	0.0227	0.2486	0.3499	0.7679	0.6127	0.6436	0.6445	0.6729	0.6626	0.0
0.2494	0.92	460	0.2275	0.4721	0.5997	0.7321	nan	0.6265	0.8452	0.6870	0.8116	0.4266	0.8250	0.7026	0.0498	0.5651	0.1855	0.8745	0.7293	0.6387	0.6783	0.8080	0.7416	0.0	0.5764	0.7653	0.5312	0.7021	0.3635	0.6488	0.4468	0.0475	0.3420	0.1695	0.7764	0.5981	0.5821	0.6149	0.6599	0.6740	0.0
0.2788	0.96	480	0.2315	0.4670	0.5977	0.7292	nan	0.7105	0.8142	0.4169	0.8597	0.8573	0.7707	0.3171	0.0476	0.2514	0.4432	0.9214	0.7332	0.6989	0.8245	0.6729	0.7954	0.0255	0.6051	0.7556	0.3986	0.7114	0.4588	0.6423	0.2727	0.0438	0.2215	0.3468	0.7650	0.6030	0.6007	0.6432	0.6180	0.6945	0.0253
0.1254	1.0	500	0.2176	0.4955	0.6287	0.7450	nan	0.7081	0.9094	0.4628	0.7437	0.5938	0.7126	0.7410	0.0560	0.3971	0.5239	0.8992	0.7446	0.8258	0.8028	0.7613	0.8041	0.0014	0.6242	0.7741	0.4367	0.6877	0.4856	0.6276	0.4823	0.0535	0.3136	0.3836	0.7687	0.6347	0.6510	0.6615	0.6529	0.6795	0.0014
0.2625	1.04	520	0.2270	0.5000	0.6339	0.7411	nan	0.7844	0.8633	0.6442	0.8202	0.3913	0.6661	0.7393	0.0533	0.4684	0.5305	0.8686	0.6858	0.8024	0.7433	0.7895	0.8522	0.0729	0.6637	0.7685	0.5378	0.7150	0.3328	0.6169	0.4502	0.0468	0.3310	0.3732	0.7769	0.6214	0.6602	0.6614	0.6823	0.6913	0.0714
0.2871	1.08	540	0.2072	0.5091	0.6337	0.7630	nan	0.7427	0.8718	0.5674	0.8080	0.6131	0.7855	0.7672	0.0584	0.3031	0.4535	0.8750	0.6763	0.8457	0.8027	0.7491	0.7710	0.0820	0.6471	0.7706	0.5092	0.7250	0.4737	0.6887	0.5152	0.0507	0.2643	0.3623	0.7788	0.6085	0.6565	0.6659	0.6633	0.7025	0.0816
0.1481	1.12	560	0.2250	0.4824	0.5946	0.7494	nan	0.6480	0.8561	0.5148	0.8637	0.5174	0.7904	0.6671	0.0029	0.3782	0.2824	0.8794	0.6807	0.7755	0.6985	0.7431	0.8058	0.0039	0.6099	0.7755	0.4755	0.7081	0.4454	0.6483	0.4567	0.0029	0.2864	0.2456	0.7798	0.6012	0.6408	0.6339	0.6715	0.6978	0.0039
0.0995	1.16	580	0.2084	0.5218	0.6570	0.7698	nan	0.7706	0.8532	0.4978	0.7874	0.7761	0.8102	0.6761	0.0	0.4886	0.4884	0.9113	0.7646	0.8476	0.8129	0.7507	0.7485	0.1856	0.6194	0.7661	0.4641	0.7200	0.5843	0.6730	0.5042	0.0	0.3497	0.3711	0.7790	0.6542	0.6835	0.6823	0.6749	0.6959	0.1715
0.2912	1.2	600	0.2166	0.5136	0.6304	0.7632	nan	0.6870	0.8862	0.4891	0.7752	0.6264	0.8143	0.8202	0.0227	0.2578	0.4830	0.8932	0.7564	0.7366	0.7746	0.7678	0.7558	0.1712	0.6243	0.7791	0.4579	0.6983	0.5530	0.6676	0.5248	0.0222	0.2333	0.3786	0.7820	0.6438	0.6651	0.6773	0.6749	0.7018	0.1610
0.1874	1.24	620	0.2280	0.5053	0.6296	0.7525	nan	0.7070	0.8689	0.5348	0.8275	0.3452	0.8441	0.7748	0.0643	0.4207	0.4251	0.8840	0.7698	0.6921	0.7271	0.7322	0.7544	0.3318	0.6387	0.7766	0.4873	0.7210	0.3283	0.6163	0.5014	0.0600	0.3252	0.3434	0.7750	0.6349	0.6336	0.6531	0.6560	0.6995	0.2448
0.1634	1.28	640	0.2052	0.5100	0.6350	0.7638	nan	0.7069	0.8648	0.6021	0.8461	0.6408	0.8499	0.6889	0.0	0.3772	0.5718	0.8730	0.7073	0.5765	0.7283	0.7600	0.7655	0.2362	0.6105	0.7777	0.5233	0.7372	0.5287	0.6565	0.5185	0.0	0.3063	0.4062	0.7743	0.5688	0.5413	0.6500	0.6721	0.6956	0.2133
0.1894	1.32	660	0.2169	0.5104	0.6553	0.7601	nan	0.7721	0.8902	0.7412	0.8309	0.9266	0.6974	0.5353	0.0008	0.4742	0.4474	0.8442	0.8150	0.7319	0.7803	0.7767	0.7605	0.1160	0.6506	0.7883	0.5373	0.7116	0.5472	0.6493	0.4321	0.0008	0.3256	0.3422	0.7644	0.6199	0.6389	0.6849	0.6873	0.6919	0.1141
0.0769	1.36	680	0.1993	0.5250	0.6596	0.7756	nan	0.8044	0.8515	0.6711	0.8456	0.6474	0.7909	0.7083	0.0630	0.3173	0.6517	0.9003	0.6833	0.8527	0.8065	0.8162	0.7165	0.0872	0.6318	0.7755	0.5553	0.7207	0.5836	0.6787	0.5292	0.0625	0.2650	0.4130	0.7788	0.6131	0.6713	0.7043	0.7024	0.6790	0.0866
0.2145	1.4	700	0.2052	0.5114	0.6438	0.7630	nan	0.7518	0.8628	0.5961	0.8763	0.9097	0.7924	0.4449	0.0273	0.4497	0.3682	0.8965	0.8234	0.6068	0.8065	0.6396	0.8432	0.2497	0.6262	0.7776	0.5260	0.7240	0.6034	0.6991	0.4150	0.0270	0.3297	0.3073	0.7805	0.6198	0.5743	0.6511	0.6071	0.7187	0.2189
0.2162	1.44	720	0.2290	0.5246	0.6727	0.7519	nan	0.8003	0.8895	0.7155	0.7305	0.4570	0.8400	0.8071	0.0599	0.2933	0.5509	0.8700	0.7052	0.8386	0.7501	0.8070	0.8038	0.5178	0.7009	0.7910	0.5717	0.6618	0.4195	0.6924	0.4677	0.0587	0.2536	0.4050	0.7823	0.6246	0.6658	0.6718	0.6930	0.7369	0.2463
0.1751	1.48	740	0.2073	0.5376	0.6734	0.7847	nan	0.8054	0.8711	0.6506	0.8714	0.7615	0.7720	0.6263	0.1874	0.4293	0.4568	0.9023	0.8568	0.7712	0.7206	0.8132	0.8180	0.1342	0.7205	0.7976	0.5541	0.7385	0.5644	0.6886	0.4901	0.1510	0.3297	0.3632	0.7814	0.6510	0.6618	0.6457	0.6798	0.7289	0.1310
0.1175	1.52	760	0.2123	0.5114	0.6336	0.7694	nan	0.6736	0.8370	0.6304	0.8724	0.7794	0.7886	0.6708	0.0890	0.2305	0.6798	0.9045	0.5193	0.7556	0.7443	0.7395	0.7734	0.0836	0.6314	0.7744	0.5497	0.7306	0.5991	0.6411	0.5151	0.0705	0.2169	0.4380	0.7806	0.4983	0.6112	0.6768	0.6739	0.7150	0.0824
0.1317	1.56	780	0.2097	0.5035	0.6318	0.7713	nan	0.3686	0.9006	0.6208	0.8267	0.8135	0.7586	0.6929	0.0769	0.5944	0.2629	0.9171	0.8806	0.6178	0.7197	0.8212	0.7743	0.0936	0.3669	0.7756	0.5497	0.7150	0.6423	0.6759	0.5331	0.0657	0.3886	0.2448	0.7772	0.6177	0.5813	0.6439	0.6832	0.7088	0.0931
0.5482	1.6	800	0.2511	0.5037	0.6255	0.7414	nan	0.7498	0.8591	0.6984	0.7940	0.4886	0.7867	0.8255	0.0677	0.3048	0.4688	0.8573	0.6227	0.7895	0.7323	0.7148	0.6241	0.2496	0.6732	0.7722	0.5691	0.6858	0.4315	0.6297	0.4643	0.0620	0.2595	0.3642	0.7790	0.5765	0.6519	0.6686	0.6574	0.6024	0.2200
0.0895	1.64	820	0.1973	0.5191	0.6552	0.7673	nan	0.6921	0.8844	0.4919	0.8472	0.6608	0.7842	0.6546	0.2664	0.4594	0.4925	0.9224	0.8699	0.6010	0.8740	0.5805	0.8105	0.2468	0.6533	0.7801	0.4672	0.7328	0.5569	0.6945	0.5016	0.2105	0.3565	0.3858	0.7737	0.6031	0.5611	0.5950	0.5277	0.7232	0.2217
0.1804	1.68	840	0.2026	0.5308	0.6584	0.7736	nan	0.7891	0.8563	0.6565	0.8528	0.6089	0.7999	0.7005	0.0741	0.2858	0.6423	0.9035	0.7926	0.7474	0.7500	0.7516	0.7824	0.1997	0.6848	0.7815	0.5627	0.7391	0.5112	0.6788	0.4969	0.0673	0.2622	0.4456	0.7909	0.6476	0.6569	0.6618	0.6640	0.7139	0.1888
0.1271	1.72	860	0.2134	0.5227	0.6505	0.7693	nan	0.7656	0.8645	0.6724	0.9055	0.6357	0.7807	0.5336	0.0838	0.5199	0.4139	0.9021	0.8526	0.7135	0.7894	0.7737	0.7407	0.1103	0.6177	0.7821	0.5747	0.7212	0.5627	0.6421	0.4449	0.0762	0.3731	0.3486	0.7872	0.6535	0.6449	0.6892	0.6914	0.6913	0.1075
0.1344	1.76	880	0.2099	0.5269	0.6527	0.7711	nan	0.7985	0.8741	0.6237	0.8356	0.5284	0.8054	0.7358	0.0469	0.3616	0.5220	0.9019	0.6880	0.8126	0.8358	0.7745	0.7948	0.1563	0.6922	0.7886	0.5563	0.7230	0.4772	0.6475	0.5068	0.0436	0.3041	0.3968	0.7794	0.6338	0.6822	0.6952	0.6896	0.7182	0.1498
0.2751	1.8	900	0.2006	0.5334	0.6488	0.7806	nan	0.7400	0.8550	0.5263	0.8847	0.6187	0.8032	0.6862	0.0858	0.4811	0.4224	0.9162	0.7803	0.7360	0.7854	0.7527	0.7963	0.1590	0.6939	0.7836	0.4954	0.7498	0.5176	0.6805	0.5075	0.0725	0.3595	0.3539	0.7824	0.6646	0.6782	0.6886	0.6885	0.7303	0.1537
0.2685	1.84	920	0.2153	0.5265	0.6600	0.7598	nan	0.7896	0.8871	0.4589	0.8001	0.3307	0.8338	0.7796	0.2192	0.4367	0.4581	0.9048	0.8316	0.7681	0.8377	0.7482	0.7620	0.3733	0.6760	0.7832	0.4428	0.7128	0.3263	0.6632	0.5039	0.1754	0.3545	0.3853	0.7758	0.6553	0.6665	0.6908	0.6811	0.6933	0.2913
0.5729	1.88	940	0.2057	0.5343	0.6737	0.7641	nan	0.8351	0.8681	0.5588	0.7823	0.5378	0.8769	0.6844	0.2025	0.4204	0.5736	0.9000	0.6586	0.8633	0.7572	0.8501	0.8008	0.2837	0.6697	0.7834	0.5193	0.7093	0.4643	0.6734	0.4657	0.1703	0.3568	0.4435	0.7947	0.5896	0.6450	0.6871	0.7106	0.6983	0.2363
0.0862	1.92	960	0.2208	0.5155	0.6363	0.7593	nan	0.6683	0.8670	0.6014	0.8336	0.9151	0.7537	0.6623	0.0948	0.5015	0.4279	0.8643	0.5706	0.5450	0.7743	0.7484	0.7914	0.1971	0.6179	0.7799	0.5443	0.7211	0.5925	0.5910	0.5189	0.0850	0.3944	0.3678	0.7979	0.5061	0.4893	0.6992	0.6875	0.7094	0.1772
0.0793	1.96	980	0.2003	0.5467	0.6820	0.7890	nan	0.8868	0.8560	0.6296	0.8753	0.5087	0.8319	0.7202	0.2101	0.3960	0.5827	0.9140	0.6879	0.8781	0.7924	0.8308	0.8216	0.1713	0.7187	0.7865	0.5556	0.7705	0.4573	0.6863	0.5364	0.1786	0.3456	0.4445	0.7817	0.6192	0.6617	0.7112	0.7034	0.7258	0.1571
0.0881	2.0	1000	0.2026	0.5430	0.6696	0.7758	nan	0.8055	0.9034	0.6463	0.8711	0.5281	0.7951	0.6777	0.2288	0.4737	0.5184	0.8716	0.7001	0.7681	0.7600	0.7842	0.8391	0.2115	0.7040	0.7865	0.5595	0.7562	0.4646	0.6923	0.4893	0.1846	0.3773	0.4039	0.7844	0.6285	0.6595	0.6914	0.6785	0.7171	0.1954
0.164	2.04	1020	0.1894	0.5566	0.6935	0.7948	nan	0.8577	0.8451	0.6489	0.8534	0.6880	0.8749	0.7212	0.2222	0.3785	0.5106	0.8963	0.6640	0.8652	0.8502	0.7722	0.8177	0.3231	0.6855	0.7756	0.5673	0.7557	0.5883	0.7037	0.5489	0.1773	0.3318	0.4129	0.7889	0.6126	0.6769	0.7042	0.6960	0.7334	0.2598
0.158	2.08	1040	0.2104	0.5418	0.6749	0.7757	nan	0.8476	0.8642	0.6307	0.8318	0.4601	0.8279	0.7790	0.1855	0.4350	0.4771	0.9067	0.7989	0.7718	0.7935	0.8241	0.7621	0.2772	0.6748	0.7851	0.5636	0.7291	0.4187	0.6812	0.5001	0.1576	0.3579	0.3982	0.7805	0.6649	0.6787	0.7120	0.7232	0.7037	0.2224
0.0724	2.12	1060	0.1818	0.5813	0.7159	0.8143	nan	0.7836	0.8837	0.6726	0.8872	0.8685	0.7996	0.6764	0.3285	0.5280	0.5486	0.9054	0.7857	0.7742	0.8468	0.7965	0.8587	0.2266	0.7030	0.8008	0.5746	0.7651	0.7179	0.6962	0.5985	0.2603	0.3984	0.4226	0.7850	0.6685	0.6898	0.7073	0.7058	0.7649	0.2040
0.0906	2.16	1080	0.2052	0.5553	0.6875	0.7897	nan	0.8313	0.8956	0.6559	0.8275	0.7173	0.8116	0.7495	0.0605	0.4663	0.5563	0.8829	0.7184	0.8017	0.8431	0.7774	0.7582	0.3341	0.7110	0.7958	0.5638	0.7280	0.6074	0.6818	0.5526	0.0575	0.3893	0.4334	0.7886	0.6394	0.6823	0.6993	0.6912	0.7073	0.2664
0.119	2.2	1100	0.1916	0.5489	0.6809	0.7793	nan	0.8171	0.8442	0.7128	0.8296	0.7356	0.8236	0.6640	0.1341	0.5456	0.3609	0.8916	0.8015	0.8096	0.7653	0.7951	0.8119	0.2322	0.6733	0.7745	0.5803	0.7182	0.5975	0.6999	0.4996	0.1222	0.4036	0.3207	0.7971	0.6684	0.6861	0.6890	0.7078	0.7365	0.2050
0.1114	2.24	1120	0.1905	0.5526	0.6769	0.7941	nan	0.7955	0.8759	0.6366	0.8947	0.7813	0.7845	0.6508	0.0994	0.3162	0.6568	0.9211	0.7643	0.7050	0.7629	0.8151	0.7977	0.2493	0.7142	0.7945	0.5553	0.7484	0.6236	0.6722	0.5467	0.0970	0.2894	0.4530	0.7868	0.6591	0.6571	0.6901	0.7167	0.7352	0.2069
0.0757	2.28	1140	0.2216	0.5458	0.6760	0.7809	nan	0.7006	0.8731	0.6414	0.7872	0.6130	0.8828	0.8184	0.1886	0.5750	0.4180	0.9033	0.8910	0.6235	0.7955	0.7737	0.7658	0.2404	0.6697	0.7931	0.5672	0.7090	0.5666	0.7073	0.5092	0.1636	0.4196	0.3611	0.7910	0.6391	0.5870	0.7086	0.7117	0.7096	0.2109
0.0551	2.32	1160	0.2090	0.5627	0.7010	0.7837	nan	0.8745	0.9012	0.6052	0.7677	0.6776	0.8074	0.8089	0.2178	0.4269	0.6106	0.8998	0.7038	0.8525	0.8516	0.7745	0.8010	0.3363	0.7143	0.7934	0.5484	0.6976	0.5691	0.7044	0.5204	0.1995	0.3665	0.4422	0.7764	0.6567	0.7059	0.7163	0.7137	0.7323	0.2721
0.0936	2.36	1180	0.2165	0.5574	0.6867	0.7878	nan	0.7461	0.8914	0.5665	0.8649	0.6354	0.7483	0.7363	0.1586	0.5903	0.3687	0.9141	0.8447	0.7667	0.8507	0.7891	0.7414	0.4599	0.7022	0.7991	0.5241	0.7179	0.5839	0.6630	0.5364	0.1484	0.4303	0.3375	0.7782	0.6839	0.6968	0.7225	0.7219	0.7012	0.2853
0.2249	2.4	1200	0.1985	0.5576	0.6820	0.7858	nan	0.7479	0.8644	0.6423	0.8948	0.5762	0.7743	0.6383	0.2730	0.4054	0.5883	0.9116	0.8846	0.7431	0.8103	0.7955	0.8559	0.1886	0.6950	0.7889	0.5656	0.7334	0.5212	0.6682	0.4872	0.2366	0.3478	0.4438	0.7828	0.6917	0.6892	0.7223	0.7322	0.7515	0.1796
0.1143	2.44	1220	0.2132	0.5542	0.6838	0.7695	nan	0.7928	0.8792	0.6912	0.7460	0.6283	0.8408	0.7820	0.2448	0.4905	0.4794	0.8976	0.7917	0.8155	0.8065	0.8147	0.7629	0.1613	0.7049	0.7851	0.5858	0.6884	0.5133	0.7170	0.4776	0.2212	0.3929	0.3954	0.7848	0.6841	0.7051	0.7079	0.7274	0.7252	0.1587
0.2771	2.48	1240	0.2258	0.5580	0.6880	0.7782	nan	0.8725	0.8834	0.7124	0.8679	0.4498	0.7580	0.7352	0.2542	0.4660	0.5536	0.8802	0.8435	0.7798	0.8040	0.7906	0.7847	0.2596	0.7281	0.7984	0.5992	0.7209	0.4263	0.6651	0.4859	0.2339	0.3893	0.4403	0.7874	0.6971	0.7040	0.7042	0.7258	0.7388	0.1998
0.1988	2.52	1260	0.2129	0.5508	0.6813	0.7733	nan	0.8449	0.8465	0.6716	0.7666	0.7912	0.7598	0.7918	0.1262	0.4035	0.5711	0.9015	0.7580	0.8154	0.7535	0.8030	0.7797	0.1979	0.6909	0.7793	0.5838	0.6927	0.5898	0.6771	0.5041	0.1199	0.3521	0.4372	0.7785	0.6728	0.6947	0.6964	0.7248	0.7309	0.1903
0.0679	2.56	1280	0.1937	0.5683	0.6963	0.7955	nan	0.7422	0.9044	0.6691	0.8294	0.6163	0.8310	0.7917	0.3324	0.6376	0.3930	0.9014	0.8285	0.7713	0.8048	0.8271	0.7844	0.1731	0.6872	0.7986	0.5810	0.7385	0.5481	0.7185	0.5452	0.2847	0.4488	0.3568	0.7849	0.6938	0.6977	0.7127	0.7261	0.7367	0.1710
0.0815	2.6	1300	0.1993	0.5763	0.7156	0.7826	nan	0.7970	0.8772	0.7409	0.7964	0.5757	0.8128	0.8230	0.3708	0.4442	0.6099	0.8871	0.7767	0.7949	0.8140	0.8029	0.7646	0.4768	0.7016	0.7953	0.5979	0.7150	0.5049	0.7142	0.5156	0.3068	0.3891	0.4637	0.7945	0.6853	0.7042	0.7075	0.7254	0.7177	0.3345
0.0705	2.64	1320	0.1949	0.5713	0.7021	0.7976	nan	0.7553	0.8927	0.5885	0.8530	0.6004	0.8552	0.7297	0.4790	0.6650	0.3765	0.9130	0.8525	0.7707	0.8690	0.7700	0.7959	0.1701	0.7081	0.8047	0.5361	0.7416	0.5569	0.7221	0.5327	0.3904	0.4541	0.3455	0.7975	0.6906	0.6955	0.6991	0.7043	0.7369	0.1673
0.0785	2.68	1340	0.2041	0.5795	0.7097	0.7964	nan	0.8035	0.9029	0.6566	0.8325	0.5972	0.8503	0.7806	0.4603	0.4654	0.6184	0.8752	0.8377	0.6987	0.7804	0.8239	0.8514	0.2307	0.7323	0.8038	0.5765	0.7379	0.5414	0.7289	0.5339	0.3700	0.3978	0.4754	0.8028	0.6705	0.6539	0.7093	0.7269	0.7478	0.2222
0.1076	2.72	1360	0.1929	0.5838	0.7190	0.8072	nan	0.6902	0.8919	0.6362	0.8790	0.7117	0.8261	0.6784	0.4480	0.6431	0.4944	0.9088	0.8265	0.7479	0.8457	0.8242	0.8532	0.3170	0.6566	0.7966	0.5662	0.7594	0.6488	0.6928	0.5625	0.3419	0.4482	0.4200	0.7937	0.6759	0.6761	0.7319	0.7342	0.7486	0.2551
0.1436	2.76	1380	0.2300	0.5385	0.6686	0.7745	nan	0.7836	0.9007	0.6214	0.7997	0.6169	0.8014	0.8452	0.1419	0.3989	0.6709	0.8971	0.4475	0.9195	0.7890	0.8211	0.6318	0.2804	0.7015	0.8036	0.5603	0.7213	0.5128	0.7149	0.5244	0.1311	0.3619	0.4863	0.7927	0.4435	0.6090	0.7179	0.7295	0.6180	0.2642
0.1067	2.8	1400	0.1957	0.5652	0.7049	0.7881	nan	0.8524	0.8639	0.7524	0.8659	0.6098	0.8053	0.6721	0.2178	0.4882	0.5218	0.8987	0.8355	0.7302	0.8198	0.8127	0.8579	0.3791	0.6970	0.7926	0.6030	0.7407	0.5254	0.7052	0.4947	0.1865	0.4082	0.4450	0.7945	0.6695	0.6767	0.7171	0.7172	0.7042	0.2960
0.0719	2.84	1420	0.2357	0.5517	0.6760	0.7766	nan	0.8245	0.9166	0.6213	0.8075	0.5353	0.7805	0.8185	0.1425	0.4855	0.5586	0.8749	0.7612	0.7448	0.8053	0.8224	0.7441	0.2490	0.7198	0.8016	0.5629	0.7240	0.4794	0.6637	0.4917	0.1346	0.4047	0.4592	0.7837	0.6594	0.6719	0.7211	0.7227	0.6954	0.2352
0.1557	2.88	1440	0.2600	0.5491	0.6861	0.7593	nan	0.8334	0.8869	0.6552	0.7548	0.4025	0.7557	0.8423	0.1417	0.5662	0.5345	0.9121	0.8045	0.7816	0.8586	0.7752	0.7765	0.3824	0.7396	0.7964	0.5758	0.6832	0.3855	0.6560	0.4511	0.1362	0.4422	0.4574	0.7852	0.6753	0.6876	0.7167	0.7123	0.7135	0.2702
0.0667	2.92	1460	0.2077	0.5685	0.7011	0.7889	nan	0.8600	0.9046	0.7236	0.8549	0.4918	0.7826	0.7566	0.2867	0.5245	0.5654	0.8922	0.7801	0.8728	0.7829	0.8062	0.7907	0.2428	0.7300	0.7920	0.5978	0.7410	0.4591	0.6792	0.5235	0.2351	0.4322	0.4714	0.7826	0.6802	0.7142	0.7103	0.7247	0.7266	0.2322
0.0599	2.96	1480	0.1890	0.5706	0.7078	0.7904	nan	0.8265	0.8570	0.7718	0.8348	0.7044	0.8015	0.7367	0.2153	0.3547	0.6748	0.8968	0.8277	0.7836	0.8193	0.7976	0.7714	0.3590	0.7146	0.7867	0.6005	0.7420	0.5740	0.7028	0.5212	0.1847	0.3318	0.4857	0.7959	0.6741	0.6980	0.7252	0.7153	0.7289	0.2884
0.1253	3.0	1500	0.2008	0.5730	0.7009	0.7958	nan	0.7983	0.9092	0.6277	0.8403	0.5076	0.8389	0.8069	0.2118	0.5775	0.5092	0.8948	0.8165	0.7955	0.8217	0.7863	0.7737	0.3995	0.7192	0.8033	0.5639	0.7514	0.4760	0.7203	0.5251	0.2002	0.4440	0.4414	0.8016	0.6836	0.7215	0.7145	0.7223	0.7263	0.3001
0.0902	3.04	1520	0.2002	0.5771	0.7138	0.7951	nan	0.8105	0.8611	0.6681	0.8355	0.6470	0.8293	0.7263	0.2985	0.5198	0.6254	0.9141	0.8738	0.7614	0.8100	0.8081	0.8212	0.3252	0.6917	0.7907	0.5827	0.7466	0.5515	0.7143	0.5243	0.2417	0.4221	0.4795	0.7980	0.6762	0.6961	0.7176	0.7377	0.7402	0.2770
0.0793	3.08	1540	0.2097	0.5740	0.6960	0.7942	nan	0.7866	0.8973	0.5933	0.8581	0.5793	0.8686	0.7112	0.2830	0.5339	0.5274	0.9094	0.7455	0.8031	0.8050	0.7807	0.7956	0.3542	0.7338	0.8013	0.5453	0.7551	0.5228	0.7043	0.5216	0.2388	0.4344	0.4474	0.8099	0.6517	0.7028	0.7118	0.7277	0.7302	0.2923
0.1151	3.12	1560	0.2098	0.5839	0.7069	0.8009	nan	0.7985	0.8944	0.6654	0.8527	0.5810	0.8246	0.7654	0.2375	0.5160	0.5706	0.9016	0.7949	0.8408	0.8249	0.8197	0.8106	0.3179	0.7424	0.8056	0.5829	0.7540	0.5176	0.7170	0.5205	0.2154	0.4395	0.4741	0.8142	0.6893	0.7262	0.7221	0.7486	0.7490	0.2920
0.0521	3.16	1580	0.2137	0.5824	0.7149	0.7968	nan	0.8334	0.8909	0.7298	0.8236	0.5910	0.8047	0.7947	0.2071	0.6304	0.5506	0.8957	0.7867	0.8203	0.8369	0.8054	0.8381	0.3143	0.7455	0.8052	0.6026	0.7391	0.5304	0.7111	0.5198	0.1846	0.4810	0.4572	0.8158	0.6975	0.7236	0.7188	0.7349	0.7416	0.2748
0.0974	3.2	1600	0.2145	0.5750	0.7010	0.7944	nan	0.8038	0.8812	0.5595	0.8303	0.5730	0.8460	0.7588	0.2021	0.5587	0.5178	0.9135	0.8271	0.8278	0.8214	0.8236	0.7844	0.3874	0.7228	0.7942	0.5250	0.7341	0.5138	0.7236	0.5115	0.1847	0.4478	0.4420	0.8113	0.6973	0.7192	0.7389	0.7447	0.7376	0.3004
0.0535	3.24	1620	0.1986	0.5803	0.7191	0.8025	nan	0.8644	0.8970	0.7361	0.8454	0.7897	0.7807	0.7109	0.1309	0.5688	0.5623	0.8898	0.8323	0.7588	0.8089	0.8493	0.8091	0.3906	0.7053	0.7997	0.6082	0.7580	0.5811	0.6955	0.5477	0.1201	0.4516	0.4580	0.8204	0.6752	0.6925	0.7320	0.7468	0.7445	0.3084
0.072	3.28	1640	0.1961	0.5782	0.7140	0.8020	nan	0.8503	0.8473	0.7632	0.8730	0.6862	0.8199	0.7197	0.1571	0.5890	0.5258	0.8817	0.8225	0.7920	0.8056	0.8447	0.7937	0.3655	0.7110	0.7839	0.6097	0.7675	0.5405	0.7156	0.5373	0.1418	0.4611	0.4439	0.8183	0.6797	0.7040	0.7167	0.7379	0.7420	0.2963
0.0929	3.32	1660	0.2014	0.5753	0.7005	0.8059	nan	0.8069	0.9063	0.6184	0.8649	0.7200	0.8257	0.7258	0.1376	0.4722	0.6033	0.9044	0.8147	0.7698	0.8141	0.8313	0.7646	0.3288	0.7399	0.8079	0.5636	0.7677	0.5656	0.7075	0.5457	0.1288	0.4001	0.4691	0.8136	0.6855	0.6978	0.7241	0.7291	0.7303	0.2799
0.0883	3.36	1680	0.2020	0.5681	0.6953	0.8032	nan	0.6691	0.8898	0.7268	0.8802	0.6571	0.8365	0.7110	0.2121	0.4769	0.6395	0.9106	0.7869	0.8422	0.8619	0.7270	0.7651	0.2267	0.6504	0.7967	0.6055	0.7711	0.5475	0.7188	0.5390	0.1922	0.4080	0.4835	0.8028	0.6882	0.7258	0.6887	0.6628	0.7315	0.2127
0.0795	3.4	1700	0.2029	0.5795	0.7073	0.8019	nan	0.7438	0.8881	0.7527	0.8645	0.6712	0.8071	0.7493	0.2007	0.5927	0.5268	0.8968	0.8016	0.8051	0.8163	0.7442	0.8168	0.3461	0.7033	0.8013	0.6111	0.7618	0.5426	0.7030	0.5380	0.1790	0.4673	0.4503	0.8021	0.7002	0.7318	0.6986	0.6781	0.7602	0.3015
0.0773	3.44	1720	0.1989	0.5812	0.7117	0.8050	nan	0.8647	0.8811	0.6571	0.8473	0.7655	0.8081	0.7508	0.2	0.5806	0.5543	0.8992	0.8711	0.7839	0.8109	0.7591	0.7706	0.2941	0.7410	0.8039	0.5819	0.7591	0.5928	0.7198	0.5427	0.1720	0.4644	0.4652	0.8028	0.7036	0.7189	0.7045	0.6864	0.7301	0.2720
0.0627	3.48	1740	0.1922	0.5946	0.7326	0.8082	nan	0.8001	0.9026	0.7357	0.8662	0.7616	0.7701	0.7071	0.3307	0.5833	0.5425	0.8858	0.8232	0.8421	0.8466	0.7911	0.8314	0.4343	0.6934	0.8002	0.6045	0.7542	0.6357	0.6823	0.5510	0.2671	0.4622	0.4621	0.8064	0.7109	0.7429	0.7272	0.7122	0.7564	0.3336
0.0901	3.52	1760	0.1963	0.5834	0.7287	0.8048	nan	0.7844	0.8874	0.7435	0.8876	0.7874	0.7760	0.6757	0.5528	0.4646	0.6739	0.9074	0.8113	0.7329	0.8419	0.7806	0.8012	0.2792	0.7058	0.8024	0.6052	0.7672	0.6304	0.6697	0.5552	0.2771	0.4063	0.4888	0.8120	0.6742	0.6810	0.7174	0.7099	0.7422	0.2573
0.0945	3.56	1780	0.2033	0.5814	0.7128	0.8026	nan	0.7737	0.8804	0.7259	0.8444	0.7017	0.7875	0.7936	0.2431	0.5968	0.5278	0.8723	0.8753	0.7400	0.8484	0.7847	0.8230	0.2984	0.6802	0.7959	0.6064	0.7510	0.6027	0.6942	0.5622	0.2123	0.4806	0.4601	0.8139	0.6697	0.6731	0.7165	0.7166	0.7550	0.2749
0.0621	3.6	1800	0.2150	0.5739	0.7002	0.7936	nan	0.7455	0.8958	0.6267	0.8290	0.4667	0.8545	0.7940	0.2158	0.5564	0.5418	0.9127	0.7723	0.8698	0.8493	0.8622	0.7568	0.3538	0.6987	0.8035	0.5693	0.7468	0.4405	0.7120	0.5078	0.1976	0.4466	0.4550	0.8211	0.6854	0.7335	0.7358	0.7513	0.7141	0.3113
0.2598	3.64	1820	0.2038	0.5845	0.7150	0.7998	nan	0.7778	0.8901	0.7231	0.8247	0.6904	0.7825	0.8005	0.2124	0.6003	0.5248	0.8983	0.8224	0.8289	0.8407	0.8113	0.7780	0.3483	0.6945	0.8005	0.6083	0.7402	0.5578	0.7011	0.5394	0.1800	0.4688	0.4444	0.8234	0.7047	0.7372	0.7436	0.7471	0.7255	0.3038
0.0579	3.68	1840	0.2159	0.5795	0.7123	0.7900	nan	0.8404	0.8889	0.6393	0.8015	0.7077	0.7805	0.7668	0.2314	0.5816	0.5545	0.9067	0.7842	0.8706	0.8527	0.7892	0.7389	0.3750	0.7195	0.8002	0.5789	0.7270	0.5200	0.6983	0.5056	0.1995	0.4739	0.4656	0.8146	0.6987	0.7419	0.7428	0.7333	0.7015	0.3093
0.178	3.72	1860	0.2051	0.5807	0.7160	0.7960	nan	0.8871	0.8580	0.7123	0.8313	0.6923	0.8340	0.7196	0.2726	0.5479	0.5092	0.9005	0.7924	0.8467	0.8338	0.8060	0.8261	0.3020	0.7153	0.7931	0.6083	0.7428	0.5218	0.6966	0.5077	0.2297	0.4433	0.4389	0.8253	0.7020	0.7463	0.7383	0.7449	0.7425	0.2560
0.0652	3.76	1880	0.1907	0.5881	0.7163	0.8079	nan	0.7918	0.9170	0.6292	0.8550	0.7548	0.8023	0.7000	0.3581	0.4405	0.6354	0.9116	0.7540	0.8829	0.8521	0.8078	0.8326	0.2512	0.7321	0.8032	0.5730	0.7583	0.6172	0.6924	0.5500	0.2969	0.3963	0.4849	0.8110	0.6878	0.7372	0.7356	0.7367	0.7462	0.2273
0.0909	3.8	1900	0.2130	0.5773	0.7080	0.7958	nan	0.8645	0.8670	0.6606	0.8539	0.6938	0.7894	0.7331	0.3307	0.5893	0.5149	0.9035	0.7804	0.8136	0.8174	0.8344	0.7693	0.2204	0.7076	0.7923	0.5894	0.7520	0.5299	0.6777	0.5221	0.2841	0.4775	0.4505	0.8169	0.6857	0.7220	0.7303	0.7335	0.7171	0.2021
0.0961	3.84	1920	0.2318	0.5699	0.7032	0.7850	nan	0.8585	0.8814	0.7262	0.8201	0.4649	0.7840	0.8384	0.2209	0.5943	0.5827	0.9001	0.8247	0.8078	0.8476	0.7852	0.7388	0.2795	0.7093	0.8043	0.6152	0.7333	0.4218	0.6994	0.5020	0.2123	0.4828	0.4840	0.8139	0.6860	0.7119	0.7325	0.7223	0.6961	0.2304
0.0786	3.88	1940	0.2128	0.5738	0.7009	0.7950	nan	0.8275	0.8709	0.7395	0.8610	0.4952	0.8088	0.7840	0.1940	0.5403	0.5177	0.9014	0.8490	0.8128	0.8428	0.7945	0.8037	0.2714	0.7236	0.8014	0.6126	0.7543	0.4507	0.7059	0.5309	0.1864	0.4458	0.4492	0.8150	0.6890	0.7151	0.7352	0.7267	0.7343	0.2527
0.0636	3.92	1960	0.2003	0.5833	0.7262	0.7998	nan	0.8600	0.9029	0.7461	0.8230	0.7772	0.7915	0.7836	0.2790	0.6805	0.5158	0.8845	0.9083	0.5324	0.8158	0.8110	0.8367	0.3969	0.7663	0.8098	0.6200	0.7428	0.6096	0.7033	0.5636	0.2286	0.5014	0.4624	0.8116	0.6112	0.5186	0.7507	0.7531	0.7431	0.3027
0.0589	3.96	1980	0.1973	0.5911	0.7251	0.8140	nan	0.8461	0.8977	0.7605	0.8543	0.7629	0.8871	0.7317	0.2834	0.4014	0.6770	0.8954	0.6367	0.8749	0.8640	0.8419	0.7840	0.3271	0.7618	0.8090	0.6166	0.7608	0.6512	0.7371	0.5648	0.2335	0.3683	0.4960	0.8055	0.6120	0.6862	0.7559	0.7535	0.7329	0.2949
0.0517	4.0	2000	0.1941	0.5891	0.7204	0.8118	nan	0.8225	0.8958	0.7789	0.8578	0.7435	0.8709	0.7380	0.2309	0.4791	0.6296	0.9095	0.6344	0.8537	0.8293	0.8547	0.7902	0.3280	0.7503	0.8103	0.6221	0.7556	0.6648	0.7287	0.5669	0.1981	0.4191	0.4888	0.8081	0.6006	0.6729	0.7420	0.7530	0.7366	0.2853
0.0422	4.04	2020	0.2032	0.5913	0.7192	0.8093	nan	0.8231	0.9095	0.7218	0.8538	0.6817	0.8363	0.7633	0.2917	0.6304	0.5313	0.8938	0.8721	0.7443	0.8296	0.8005	0.7821	0.2613	0.7468	0.8084	0.6122	0.7520	0.6243	0.7129	0.5594	0.2464	0.4930	0.4699	0.8102	0.6812	0.6865	0.7350	0.7349	0.7280	0.2428
0.0861	4.08	2040	0.1949	0.6051	0.7314	0.8172	nan	0.8581	0.8851	0.6496	0.8789	0.7340	0.8261	0.7216	0.3758	0.5946	0.6085	0.9150	0.7740	0.8651	0.8405	0.8456	0.7810	0.2805	0.7568	0.8076	0.5824	0.7632	0.6593	0.7058	0.5758	0.3100	0.4879	0.5035	0.8131	0.6936	0.7382	0.7537	0.7513	0.7339	0.2559
0.1004	4.12	2060	0.1849	0.6016	0.7348	0.8130	nan	0.8772	0.8872	0.7109	0.8664	0.7335	0.8124	0.7212	0.3150	0.5658	0.5974	0.8978	0.8494	0.8242	0.8454	0.7727	0.8369	0.3779	0.7377	0.8023	0.6101	0.7663	0.6085	0.7008	0.5652	0.2773	0.4760	0.5018	0.8146	0.7021	0.7407	0.7424	0.7256	0.7571	0.2995
0.0719	4.16	2080	0.1912	0.6032	0.7298	0.8135	nan	0.8346	0.8875	0.7111	0.8822	0.6972	0.8197	0.7397	0.3803	0.4940	0.6159	0.8967	0.7861	0.8263	0.8352	0.8367	0.7981	0.3657	0.7349	0.8040	0.6079	0.7695	0.6152	0.7048	0.5781	0.3232	0.4266	0.4933	0.8114	0.7068	0.7369	0.7475	0.7395	0.7458	0.3123
0.224	4.2	2100	0.1948	0.6021	0.7505	0.8035	nan	0.8737	0.8728	0.7274	0.8104	0.6621	0.8323	0.7839	0.3911	0.5970	0.5556	0.9130	0.8385	0.8260	0.8199	0.8032	0.8605	0.5910	0.7477	0.7968	0.6154	0.7411	0.5771	0.7240	0.5406	0.3181	0.4838	0.4865	0.8125	0.7163	0.7370	0.7422	0.7408	0.7673	0.2905
0.0466	4.24	2120	0.2434	0.5946	0.7268	0.7963	nan	0.8764	0.9095	0.6823	0.8218	0.4696	0.7933	0.8337	0.3116	0.5430	0.6394	0.8914	0.8331	0.8339	0.8381	0.8504	0.7937	0.4342	0.7687	0.8141	0.6015	0.7469	0.4352	0.7082	0.4933	0.2877	0.4605	0.5188	0.8125	0.7242	0.7473	0.7572	0.7617	0.7461	0.3184
0.0539	4.28	2140	0.1896	0.6050	0.7340	0.8169	nan	0.8388	0.9077	0.6648	0.8533	0.6652	0.8309	0.7608	0.3731	0.5600	0.6177	0.9098	0.8182	0.8691	0.8359	0.8473	0.8432	0.2830	0.7588	0.8153	0.5957	0.7674	0.5456	0.7155	0.5559	0.2860	0.4728	0.5089	0.8094	0.7313	0.7640	0.7594	0.7571	0.7767	0.2705
0.059	4.32	2160	0.1847	0.6109	0.7484	0.8196	nan	0.8403	0.8857	0.7280	0.8728	0.8208	0.8416	0.6962	0.5104	0.5866	0.5678	0.9112	0.8835	0.7349	0.8507	0.8213	0.8171	0.3544	0.7478	0.8066	0.6136	0.7724	0.6560	0.7165	0.5754	0.3698	0.4771	0.4890	0.8076	0.6971	0.6900	0.7560	0.7475	0.7570	0.3171
0.1197	4.36	2180	0.1876	0.6047	0.7393	0.8149	nan	0.8044	0.8933	0.7389	0.8448	0.6778	0.8412	0.7902	0.3160	0.5677	0.6155	0.9092	0.8380	0.8052	0.8398	0.8433	0.8004	0.4429	0.7342	0.8048	0.6188	0.7600	0.6143	0.7251	0.5925	0.2804	0.4754	0.5111	0.7982	0.7126	0.7249	0.7478	0.7272	0.7579	0.2998
0.0465	4.4	2200	0.1911	0.6054	0.7314	0.8183	nan	0.8259	0.8737	0.7163	0.8957	0.6328	0.8381	0.7482	0.3173	0.6658	0.5310	0.9127	0.8460	0.8064	0.8194	0.8513	0.7996	0.3532	0.7469	0.8076	0.6081	0.7664	0.5869	0.7234	0.5681	0.2813	0.5096	0.4736	0.8098	0.7253	0.7382	0.7474	0.7536	0.7591	0.2918
0.0487	4.44	2220	0.1965	0.6013	0.7315	0.8136	nan	0.7788	0.8986	0.7435	0.8289	0.6291	0.8804	0.8127	0.2571	0.6768	0.5054	0.9008	0.8404	0.7823	0.8593	0.8272	0.8242	0.3893	0.7376	0.8085	0.6166	0.7574	0.5702	0.7369	0.5632	0.2343	0.5060	0.4531	0.8089	0.7150	0.7207	0.7511	0.7581	0.7700	0.3161
0.1179	4.48	2240	0.1887	0.5990	0.7318	0.8132	nan	0.8549	0.8896	0.7258	0.8461	0.7417	0.8238	0.7644	0.2442	0.5182	0.6746	0.8932	0.7816	0.8325	0.8215	0.8220	0.8357	0.3714	0.7284	0.8028	0.6163	0.7562	0.6044	0.7211	0.5610	0.2192	0.4385	0.5071	0.8120	0.7167	0.7340	0.7441	0.7553	0.7684	0.2975
0.0534	4.52	2260	0.2019	0.5961	0.7289	0.7971	nan	0.7750	0.8870	0.6503	0.8138	0.6035	0.7839	0.8024	0.3672	0.6275	0.5181	0.9029	0.8397	0.8378	0.8522	0.8529	0.8193	0.4577	0.7304	0.8049	0.5836	0.7364	0.4990	0.6986	0.5223	0.3085	0.4876	0.4604	0.8131	0.7311	0.7468	0.7495	0.7642	0.7595	0.3334
0.0893	4.56	2280	0.2143	0.5987	0.7251	0.7975	nan	0.7382	0.8807	0.7100	0.8223	0.5582	0.8206	0.8070	0.4127	0.5589	0.5561	0.9109	0.8181	0.8803	0.8305	0.8518	0.7708	0.4003	0.6998	0.7978	0.6118	0.7331	0.5165	0.7194	0.5223	0.3504	0.4649	0.4763	0.8118	0.7273	0.7508	0.7484	0.7669	0.7286	0.3511
0.0443	4.6	2300	0.2107	0.6088	0.7451	0.8079	nan	0.8517	0.9117	0.7681	0.7944	0.6344	0.8661	0.8579	0.4570	0.6486	0.5666	0.8783	0.7970	0.7842	0.8453	0.8396	0.8066	0.3593	0.7495	0.8123	0.6290	0.7319	0.5771	0.7430	0.5452	0.3799	0.5021	0.4816	0.8129	0.6993	0.7201	0.7506	0.7543	0.7490	0.3210
0.0433	4.64	2320	0.1912	0.6129	0.7392	0.8284	nan	0.7361	0.8932	0.6950	0.8864	0.7410	0.8718	0.7345	0.3977	0.5824	0.6076	0.9056	0.8344	0.8280	0.8070	0.8582	0.8404	0.3467	0.6949	0.8102	0.6119	0.7813	0.6735	0.7293	0.6042	0.3380	0.4804	0.4994	0.8156	0.7139	0.7324	0.7331	0.7432	0.7583	0.3130
0.0651	4.68	2340	0.1955	0.5984	0.7331	0.8145	nan	0.7781	0.8997	0.6854	0.8605	0.7560	0.8705	0.7164	0.3448	0.4754	0.6191	0.9088	0.8595	0.7697	0.8969	0.7732	0.7595	0.4887	0.7105	0.8075	0.6069	0.7669	0.6593	0.7214	0.5752	0.3071	0.4179	0.4920	0.8140	0.6969	0.6987	0.7080	0.7072	0.7070	0.3752
0.047	4.72	2360	0.1974	0.6030	0.7384	0.8122	nan	0.8279	0.8898	0.7517	0.8304	0.7763	0.8685	0.7752	0.3255	0.6484	0.5347	0.9093	0.8206	0.7810	0.7968	0.7843	0.7683	0.4647	0.7301	0.8074	0.6251	0.7479	0.6533	0.7407	0.5601	0.2951	0.4976	0.4673	0.8199	0.6923	0.7070	0.6976	0.7268	0.7155	0.3707
0.0631	4.76	2380	0.1954	0.5960	0.7307	0.8121	nan	0.8168	0.8874	0.7811	0.8587	0.6200	0.8873	0.7910	0.3364	0.5003	0.5346	0.8992	0.7987	0.8182	0.8688	0.7974	0.7612	0.4653	0.7194	0.8007	0.6240	0.7744	0.5822	0.7310	0.5696	0.3095	0.4293	0.4671	0.8212	0.6866	0.7134	0.7140	0.7220	0.7142	0.3493
0.1457	4.8	2400	0.1905	0.6017	0.7349	0.8122	nan	0.8354	0.8926	0.6969	0.8269	0.7461	0.8505	0.8060	0.2994	0.5935	0.6066	0.9038	0.7462	0.7689	0.8211	0.8379	0.8154	0.4459	0.7296	0.8007	0.6096	0.7530	0.6517	0.7186	0.5810	0.2758	0.4734	0.4956	0.8201	0.6783	0.6944	0.7232	0.7516	0.7421	0.3313
0.096	4.84	2420	0.1839	0.6017	0.7401	0.8149	nan	0.7803	0.9063	0.6768	0.8360	0.7918	0.8266	0.7649	0.3966	0.4742	0.5942	0.9145	0.8588	0.7922	0.8473	0.8116	0.8137	0.4953	0.7268	0.8094	0.6010	0.7528	0.6775	0.7149	0.5818	0.3183	0.4211	0.4933	0.8070	0.7010	0.7037	0.7242	0.7304	0.7427	0.3250
0.1249	4.88	2440	0.1843	0.6077	0.7428	0.8183	nan	0.7991	0.8892	0.7353	0.8558	0.7765	0.8298	0.7553	0.3874	0.6074	0.5186	0.8991	0.8337	0.8211	0.8479	0.8120	0.8344	0.4250	0.7245	0.8070	0.6209	0.7615	0.6935	0.7093	0.5903	0.3295	0.4814	0.4554	0.8175	0.7059	0.7231	0.7149	0.7316	0.7606	0.3115
0.0401	4.92	2460	0.1957	0.5969	0.7328	0.8131	nan	0.8428	0.8672	0.7114	0.8465	0.7447	0.8701	0.7830	0.3845	0.4677	0.5891	0.9165	0.8389	0.7478	0.8294	0.8362	0.7763	0.4048	0.7000	0.7963	0.6113	0.7632	0.6725	0.7203	0.5890	0.3243	0.4029	0.4698	0.8106	0.6811	0.6832	0.7295	0.7424	0.7313	0.3166
0.0957	4.96	2480	0.1954	0.5970	0.7327	0.8071	nan	0.7625	0.9070	0.7343	0.8071	0.7656	0.8036	0.8320	0.3442	0.6363	0.5262	0.8882	0.8642	0.7561	0.8266	0.8168	0.7836	0.4017	0.7029	0.8052	0.6222	0.7440	0.6464	0.7212	0.5705	0.2782	0.4840	0.4610	0.8116	0.6883	0.6958	0.7341	0.7438	0.7305	0.3055
0.0839	5.0	2500	0.1927	0.5988	0.7278	0.8200	nan	0.8173	0.8802	0.6631	0.8705	0.7154	0.8477	0.7848	0.3481	0.5379	0.5904	0.9287	0.8472	0.7912	0.8622	0.7959	0.7803	0.3110	0.7022	0.7997	0.5917	0.7852	0.6572	0.7213	0.6105	0.3032	0.4454	0.4850	0.8044	0.6982	0.7167	0.7343	0.7337	0.7242	0.2656
0.0441	5.04	2520	0.1921	0.6079	0.7363	0.8239	nan	0.7877	0.9069	0.6990	0.8730	0.6964	0.8387	0.7980	0.3814	0.5382	0.6421	0.8931	0.7990	0.8441	0.8362	0.7911	0.8295	0.3623	0.7204	0.8072	0.6099	0.7831	0.6568	0.7206	0.6074	0.3140	0.4512	0.5082	0.8085	0.7050	0.7430	0.7261	0.7320	0.7559	0.2924
0.0679	5.08	2540	0.1925	0.6096	0.7439	0.8232	nan	0.8173	0.8865	0.7275	0.8745	0.7319	0.8373	0.7785	0.4078	0.6311	0.5003	0.9109	0.8146	0.8512	0.8179	0.8481	0.7909	0.4206	0.7017	0.7981	0.6187	0.7817	0.6650	0.7292	0.6078	0.3298	0.4797	0.4434	0.8036	0.7140	0.7518	0.7390	0.7513	0.7401	0.3181
0.0762	5.12	2560	0.1966	0.5916	0.7179	0.8151	nan	0.8240	0.8840	0.7232	0.8917	0.7024	0.8440	0.7422	0.2452	0.5112	0.5410	0.8962	0.8666	0.7568	0.8129	0.7840	0.8040	0.3755	0.7137	0.8025	0.6176	0.7807	0.6263	0.7113	0.5895	0.2326	0.4191	0.4490	0.8085	0.6947	0.6996	0.7263	0.7315	0.7389	0.3072
0.0812	5.16	2580	0.2026	0.6001	0.7320	0.8174	nan	0.8212	0.8860	0.7650	0.8756	0.6950	0.8321	0.7693	0.2653	0.5681	0.6025	0.8839	0.7922	0.8607	0.8671	0.8006	0.7756	0.3841	0.7167	0.8025	0.6292	0.7705	0.6289	0.7126	0.5880	0.2479	0.4657	0.4925	0.8058	0.7027	0.7396	0.7394	0.7389	0.7249	0.2954
0.0444	5.2	2600	0.1922	0.6073	0.7353	0.8240	nan	0.8309	0.8819	0.7276	0.8846	0.7038	0.8672	0.7492	0.3170	0.5291	0.6013	0.9216	0.7891	0.8462	0.8551	0.8235	0.8115	0.3607	0.7482	0.8089	0.6214	0.7816	0.6365	0.7228	0.5935	0.2867	0.4451	0.4850	0.8089	0.7069	0.7373	0.7486	0.7520	0.7531	0.2952
0.0723	5.24	2620	0.1927	0.6121	0.7415	0.8252	nan	0.8155	0.9101	0.7610	0.8830	0.7283	0.8631	0.7346	0.3833	0.5606	0.6069	0.8925	0.8546	0.7885	0.8422	0.8172	0.8209	0.3426	0.7512	0.8134	0.6279	0.7795	0.6473	0.7385	0.5807	0.3154	0.4708	0.5069	0.8119	0.7036	0.7149	0.7469	0.7491	0.7647	0.2952
0.038	5.28	2640	0.2019	0.6074	0.7386	0.8191	nan	0.8442	0.8776	0.6959	0.8620	0.6979	0.8641	0.7660	0.3409	0.5926	0.5682	0.9181	0.8056	0.8347	0.8304	0.8502	0.7998	0.4073	0.7348	0.8067	0.6034	0.7649	0.6384	0.7362	0.5644	0.2843	0.4902	0.4999	0.8107	0.7004	0.7260	0.7447	0.7476	0.7535	0.3277
0.0545	5.32	2660	0.2016	0.6004	0.7302	0.8180	nan	0.8631	0.8974	0.7166	0.8660	0.7245	0.8718	0.7548	0.2667	0.5677	0.6003	0.8980	0.8759	0.6811	0.8429	0.8213	0.8017	0.3629	0.7388	0.8079	0.6163	0.7700	0.6512	0.7397	0.5754	0.2448	0.4684	0.5051	0.8088	0.6704	0.6398	0.7464	0.7525	0.7572	0.3150
0.0644	5.36	2680	0.1983	0.6148	0.7467	0.8243	nan	0.8191	0.9042	0.7854	0.8634	0.7273	0.8680	0.7522	0.3414	0.5216	0.6624	0.9161	0.8504	0.7786	0.8585	0.8159	0.8329	0.3973	0.7561	0.8158	0.6249	0.7688	0.6561	0.7506	0.5695	0.3067	0.4492	0.5257	0.8140	0.7002	0.7042	0.7520	0.7539	0.7789	0.3397
0.0814	5.4	2700	0.2007	0.6073	0.7347	0.8188	nan	0.8194	0.8470	0.7055	0.8634	0.7134	0.8847	0.7546	0.3835	0.5528	0.6093	0.9166	0.8344	0.8307	0.8395	0.8268	0.8139	0.2941	0.7186	0.7897	0.6077	0.7645	0.6524	0.7458	0.5671	0.3165	0.4585	0.4999	0.8149	0.7195	0.7399	0.7455	0.7569	0.7621	0.2722
0.0437	5.44	2720	0.1966	0.5950	0.7244	0.8125	nan	0.8239	0.9001	0.7067	0.8549	0.6844	0.8617	0.7482	0.3604	0.3834	0.7186	0.8956	0.7357	0.8750	0.8170	0.8544	0.8115	0.2840	0.7154	0.8097	0.6147	0.7641	0.6176	0.7480	0.5478	0.3101	0.3551	0.5117	0.8145	0.6718	0.7199	0.7336	0.7494	0.7618	0.2643
0.0536	5.48	2740	0.2150	0.5843	0.7165	0.7959	nan	0.7963	0.8867	0.7123	0.8105	0.5821	0.8255	0.8201	0.1755	0.6811	0.4980	0.9111	0.8575	0.7585	0.8623	0.7805	0.7913	0.4308	0.7054	0.8026	0.6155	0.7356	0.5335	0.7356	0.5247	0.1583	0.5013	0.4513	0.8245	0.6981	0.7006	0.7356	0.7260	0.7410	0.3277
0.0715	5.52	2760	0.2088	0.6012	0.7312	0.8127	nan	0.8138	0.9035	0.7080	0.8064	0.6314	0.8808	0.8267	0.2183	0.5328	0.6335	0.9009	0.8449	0.8147	0.8598	0.8543	0.8246	0.3757	0.7301	0.8171	0.6143	0.7385	0.6004	0.7536	0.5403	0.2052	0.4497	0.5130	0.8184	0.7211	0.7285	0.7539	0.7559	0.7625	0.3198
0.091	5.56	2780	0.2041	0.6034	0.7423	0.8110	nan	0.8689	0.8771	0.7109	0.8244	0.6929	0.8958	0.7644	0.3538	0.5529	0.6557	0.9130	0.7627	0.8228	0.8463	0.8492	0.7885	0.4405	0.7032	0.8010	0.6166	0.7454	0.6173	0.7461	0.5405	0.2925	0.4647	0.5157	0.8187	0.6948	0.7173	0.7534	0.7638	0.7432	0.3271
0.0393	5.6	2800	0.2226	0.6045	0.7396	0.8036	nan	0.8102	0.8913	0.7321	0.7656	0.6763	0.8691	0.8480	0.2555	0.6074	0.6081	0.9126	0.8450	0.8172	0.8242	0.8333	0.7906	0.4864	0.7332	0.8077	0.6235	0.7098	0.6315	0.7585	0.5299	0.2295	0.4953	0.5149	0.8173	0.7228	0.7343	0.7428	0.7567	0.7462	0.3268

The model card is truncated. Read the rest on Hugging Face.

Task: Image Segmentation
Library: transformers
Type: segformer
License: other
Created: Jan 17, 2024
Updated: Jan 17, 2024