segformer-finetuned-coastalDataset

peldrak/segformer-finetuned-coastalDataset

segformer-finetuned-coastalDataset is a image segmentation model from peldrak. 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: Nov 11, 2023
Updated: Nov 11, 2023
SHA: f513940f

Base models

nvidia/segformer-b0-finetuned-ade-512-512

Model card

From the Hugging Face model README

segformer-finetuned-coastalDataset

This model is a fine-tuned version of nvidia/segformer-b0-finetuned-ade-512-512 on the peldrak/coastal_dataset dataset. It achieves the following results on the evaluation set:

Loss: 0.6091
Mean Iou: 0.6876
Mean Accuracy: 0.7945
Overall Accuracy: 0.8704
Accuracy Water: 0.9332
Accuracy Whitewater: 0.7904
Accuracy Sediment: 0.8591
Accuracy Other Natural Terrain: 0.4778
Accuracy Vegetation: 0.9017
Accuracy Development: 0.8549
Accuracy Unknown: 0.7443
Iou Water: 0.8671
Iou Whitewater: 0.6713
Iou Sediment: 0.7452
Iou Other Natural Terrain: 0.3782
Iou Vegetation: 0.7799
Iou Development: 0.6736
Iou Unknown: 0.6978

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 6e-05
train_batch_size: 4
eval_batch_size: 4
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Water	Accuracy Whitewater	Accuracy Sediment	Accuracy Other Natural Terrain	Accuracy Vegetation	Accuracy Development	Accuracy Unknown	Iou Water	Iou Whitewater	Iou Sediment	Iou Other Natural Terrain	Iou Vegetation	Iou Development	Iou Unknown
1.7886	0.05	20	1.6491	0.1498	0.2460	0.4112	0.4687	0.0287	0.0048	0.0144	0.6736	0.4392	0.0923	0.3518	0.0098	0.0048	0.0058	0.3662	0.2469	0.0632
1.7534	0.11	40	1.4097	0.2254	0.3388	0.5545	0.7079	0.0074	0.0185	0.0066	0.7428	0.5723	0.3159	0.4839	0.0069	0.0184	0.0047	0.4440	0.3124	0.3073
1.3223	0.16	60	1.3142	0.2096	0.3198	0.5687	0.7425	0.0013	0.0487	0.0054	0.8736	0.5420	0.0248	0.5201	0.0013	0.0468	0.0041	0.4890	0.3818	0.0242
1.2429	0.22	80	1.1734	0.2616	0.3747	0.6300	0.8271	0.0011	0.0271	0.0000	0.8500	0.6156	0.3021	0.5954	0.0011	0.0265	0.0000	0.5267	0.3806	0.3011
1.3556	0.27	100	1.1141	0.2878	0.4016	0.6536	0.8384	0.0114	0.0710	0.0000	0.8670	0.6799	0.3432	0.6140	0.0113	0.0655	0.0000	0.5632	0.4226	0.3381
0.8995	0.32	120	1.0387	0.3096	0.4245	0.6724	0.8439	0.0148	0.1242	0.0	0.8742	0.7178	0.3966	0.6438	0.0147	0.1147	0.0	0.5733	0.4289	0.3921
1.0435	0.38	140	1.0234	0.3135	0.4294	0.6615	0.7801	0.0023	0.1835	0.0000	0.8794	0.7321	0.4284	0.6033	0.0023	0.1685	0.0000	0.5538	0.4573	0.4094
1.7516	0.43	160	1.0258	0.3287	0.4534	0.6665	0.7874	0.0122	0.3467	0.0	0.8209	0.7619	0.4449	0.6094	0.0121	0.3020	0.0	0.5660	0.4476	0.3638
1.1561	0.49	180	0.9637	0.3662	0.4967	0.6989	0.8001	0.0003	0.5674	0.0	0.8247	0.8164	0.4682	0.6765	0.0003	0.4476	0.0	0.5738	0.4173	0.4477
1.2007	0.54	200	0.8883	0.3867	0.5175	0.7210	0.8696	0.0006	0.6747	0.0	0.7787	0.8218	0.4771	0.6801	0.0006	0.4996	0.0	0.6154	0.4621	0.4495
0.8308	0.59	220	0.8686	0.3936	0.5091	0.7279	0.8239	0.0035	0.6613	0.0	0.8950	0.7065	0.4738	0.6718	0.0035	0.4924	0.0	0.6390	0.5353	0.4134
1.3709	0.65	240	0.8437	0.3847	0.5166	0.7198	0.8709	0.0081	0.6150	0.0	0.7759	0.8590	0.4872	0.6789	0.0081	0.4558	0.0	0.6192	0.4765	0.4545
1.0652	0.7	260	0.8299	0.3842	0.4930	0.7246	0.8817	0.0420	0.4268	0.0	0.8581	0.7229	0.5196	0.6779	0.0418	0.3285	0.0	0.6367	0.5153	0.4892
0.8973	0.76	280	0.8115	0.4030	0.5232	0.7436	0.8562	0.0126	0.6910	0.0	0.8836	0.7093	0.5098	0.7304	0.0126	0.4955	0.0	0.6481	0.4535	0.4811
0.6368	0.81	300	0.8043	0.4291	0.5447	0.7516	0.8700	0.1096	0.6775	0.0	0.8668	0.7688	0.5198	0.7217	0.1079	0.5182	0.0	0.6438	0.5261	0.4860
1.946	0.86	320	0.7983	0.4245	0.5350	0.7481	0.8194	0.0592	0.6388	0.0	0.9216	0.7385	0.5671	0.7116	0.0582	0.5212	0.0	0.6329	0.5278	0.5199
0.9624	0.92	340	0.8263	0.4067	0.5372	0.7345	0.8064	0.0394	0.7976	0.0	0.8713	0.7507	0.4953	0.6855	0.0391	0.4348	0.0	0.6591	0.5461	0.4821
0.7984	0.97	360	0.7752	0.4175	0.5430	0.7456	0.8623	0.0198	0.7372	0.0	0.8328	0.8482	0.5007	0.7137	0.0198	0.5537	0.0	0.6271	0.5259	0.4821
0.7808	1.03	380	0.7499	0.4329	0.5442	0.7642	0.8970	0.0194	0.7168	0.0	0.8745	0.8007	0.5010	0.7389	0.0193	0.5562	0.0	0.6543	0.5754	0.4860
0.9687	1.08	400	0.7386	0.4288	0.5348	0.7645	0.8957	0.0001	0.7287	0.0	0.8980	0.7178	0.5034	0.7365	0.0001	0.5451	0.0	0.6627	0.5687	0.4884
0.7036	1.14	420	0.7221	0.4424	0.5739	0.7627	0.8876	0.1237	0.8011	0.0	0.8096	0.8442	0.5511	0.7576	0.1223	0.5346	0.0	0.6532	0.5191	0.5103
0.5789	1.19	440	0.7387	0.4409	0.5588	0.7688	0.9018	0.0959	0.8107	0.0	0.8672	0.7453	0.4904	0.7527	0.0945	0.5342	0.0	0.6773	0.5507	0.4773
0.5338	1.24	460	0.6946	0.4416	0.5639	0.7645	0.9112	0.1294	0.7190	0.0	0.8238	0.8345	0.5296	0.7535	0.1236	0.5391	0.0	0.6670	0.5441	0.4639
0.7953	1.3	480	0.7493	0.4686	0.5872	0.7794	0.9053	0.2310	0.8043	0.0	0.8665	0.8091	0.4944	0.7708	0.2220	0.5434	0.0	0.6828	0.5814	0.4798
1.0133	1.35	500	0.7158	0.4634	0.5757	0.7767	0.9061	0.1974	0.7773	0.0	0.8755	0.7682	0.5051	0.7564	0.1901	0.5548	0.0	0.6792	0.5743	0.4893
0.6369	1.41	520	0.7021	0.4645	0.5829	0.7781	0.8936	0.2029	0.7963	0.0	0.8787	0.8036	0.5054	0.7735	0.1920	0.5585	0.0	0.6762	0.5605	0.4907
0.5932	1.46	540	0.6935	0.4591	0.5654	0.7807	0.9025	0.1195	0.7795	0.0	0.9085	0.7415	0.5061	0.7705	0.1135	0.5608	0.0	0.6785	0.5978	0.4927
0.7677	1.51	560	0.6552	0.4872	0.6003	0.7875	0.9044	0.3022	0.7881	0.0006	0.8814	0.7990	0.5267	0.7754	0.2845	0.5843	0.0006	0.6876	0.5780	0.4998
0.5607	1.57	580	0.6682	0.4871	0.5980	0.7867	0.8976	0.3117	0.7955	0.0	0.8992	0.7793	0.5028	0.7697	0.2911	0.5902	0.0	0.6878	0.5807	0.4901
0.7269	1.62	600	0.6849	0.4823	0.5975	0.7853	0.9091	0.2905	0.8256	0.0003	0.8768	0.7944	0.4861	0.7729	0.2647	0.5936	0.0003	0.6846	0.5836	0.4761
0.4449	1.68	620	0.6690	0.4930	0.6175	0.7831	0.8831	0.3929	0.8275	0.0009	0.8606	0.8298	0.5280	0.7744	0.3556	0.5759	0.0009	0.6753	0.5654	0.5040
0.6588	1.73	640	0.6417	0.5054	0.6210	0.7914	0.9059	0.4289	0.7604	0.0	0.8640	0.8192	0.5685	0.7932	0.3960	0.5968	0.0	0.6779	0.5516	0.5226
0.8525	1.78	660	0.6499	0.4952	0.6075	0.7905	0.8953	0.3919	0.7930	0.0	0.9060	0.7254	0.5409	0.7884	0.3341	0.5840	0.0	0.6871	0.5555	0.5175
0.7697	1.84	680	0.6378	0.5138	0.6339	0.7969	0.8922	0.4613	0.8212	0.0004	0.8760	0.8083	0.5777	0.7860	0.3819	0.6104	0.0004	0.6916	0.5844	0.5424
0.5325	1.89	700	0.6448	0.5178	0.6301	0.8011	0.8963	0.4397	0.8236	0.0072	0.8988	0.7742	0.5709	0.7955	0.3818	0.6057	0.0072	0.6929	0.5915	0.5502
0.7487	1.95	720	0.5989	0.5416	0.6563	0.8108	0.8980	0.5287	0.8194	0.0077	0.8714	0.7934	0.6758	0.7995	0.4509	0.6198	0.0077	0.6996	0.6079	0.6059
1.8711	2.0	740	0.6323	0.5173	0.6399	0.7992	0.9035	0.5213	0.7845	0.0088	0.8817	0.8414	0.5378	0.7977	0.4148	0.6028	0.0088	0.6987	0.5864	0.5123
0.4823	2.05	760	0.6463	0.5050	0.6120	0.7958	0.9088	0.4049	0.7904	0.0078	0.9076	0.7275	0.5368	0.7895	0.3503	0.5980	0.0078	0.6907	0.5788	0.5196
0.6854	2.11	780	0.6507	0.5066	0.6351	0.7889	0.9002	0.5056	0.8252	0.0130	0.8507	0.8364	0.5145	0.7809	0.4048	0.6104	0.0130	0.6831	0.5572	0.4964
0.5534	2.16	800	0.6499	0.4977	0.6310	0.7870	0.8875	0.4178	0.8700	0.0133	0.8414	0.8439	0.5428	0.7735	0.3444	0.5597	0.0133	0.6990	0.5860	0.5082
1.6573	2.22	820	0.6379	0.5041	0.6137	0.7944	0.9105	0.4303	0.7719	0.0039	0.9020	0.7513	0.5256	0.7882	0.3374	0.6124	0.0039	0.6883	0.6030	0.4955
0.422	2.27	840	0.6730	0.4999	0.6418	0.7800	0.8509	0.5520	0.8265	0.0241	0.8649	0.8507	0.5237	0.7707	0.4076	0.5670	0.0240	0.6808	0.5550	0.4941
0.7256	2.32	860	0.6374	0.5134	0.6478	0.7898	0.8793	0.5758	0.8032	0.0284	0.8657	0.8556	0.5266	0.7931	0.4553	0.5835	0.0276	0.6888	0.5477	0.4980
0.3261	2.38	880	0.6084	0.5307	0.6678	0.8026	0.8987	0.7237	0.7705	0.0299	0.8830	0.8401	0.5288	0.8012	0.4855	0.6110	0.0299	0.7123	0.5715	0.5037
0.9935	2.43	900	0.6262	0.5298	0.6550	0.8025	0.8743	0.5612	0.8547	0.0157	0.8966	0.8177	0.5645	0.7868	0.4467	0.6069	0.0157	0.7097	0.6212	0.5217
1.2977	2.49	920	0.6661	0.5119	0.6417	0.7924	0.8757	0.5019	0.8213	0.0103	0.8746	0.8719	0.5365	0.7896	0.4260	0.5785	0.0103	0.6917	0.5665	0.5211
0.4984	2.54	940	0.5994	0.5452	0.6678	0.8086	0.9115	0.6257	0.8113	0.0159	0.8524	0.8568	0.6009	0.8123	0.5189	0.6264	0.0159	0.6904	0.6049	0.5473
0.6221	2.59	960	0.6465	0.5342	0.6660	0.7959	0.9048	0.6706	0.8602	0.0221	0.8192	0.7986	0.5866	0.7858	0.5098	0.5983	0.0221	0.6700	0.6201	0.5335
0.3674	2.65	980	0.6477	0.5323	0.6529	0.8017	0.8813	0.6333	0.8210	0.0130	0.9148	0.7782	0.5286	0.8052	0.5073	0.6330	0.0130	0.6904	0.5653	0.5121
0.4939	2.7	1000	0.6064	0.5424	0.6765	0.8087	0.9061	0.6742	0.8566	0.0241	0.8567	0.8603	0.5579	0.8141	0.5124	0.6231	0.0241	0.7060	0.5928	0.5246
0.4825	2.76	1020	0.6061	0.5371	0.6714	0.8050	0.9102	0.6962	0.8545	0.0245	0.8540	0.8060	0.5546	0.8184	0.5311	0.6143	0.0245	0.7033	0.5607	0.5077
0.2858	2.81	1040	0.6032	0.5408	0.6806	0.8019	0.8807	0.7392	0.8252	0.0246	0.8606	0.8663	0.5675	0.8098	0.5620	0.6315	0.0245	0.6985	0.5374	0.5220
0.6248	2.86	1060	0.6321	0.5317	0.6489	0.8059	0.9103	0.6419	0.7859	0.0122	0.9188	0.7799	0.4933	0.8025	0.4770	0.6247	0.0122	0.7102	0.6242	0.4709
0.5328	2.92	1080	0.5913	0.5412	0.6815	0.8091	0.9023	0.7421	0.8144	0.0280	0.8715	0.8700	0.5422	0.8102	0.4764	0.6364	0.0279	0.7111	0.6099	0.5161
0.3748	2.97	1100	0.6328	0.5279	0.6739	0.7984	0.9168	0.7236	0.8730	0.0248	0.8217	0.8466	0.5111	0.8111	0.5002	0.6253	0.0247	0.6869	0.5492	0.4976
0.5079	3.03	1120	0.6226	0.5361	0.6568	0.8084	0.9069	0.6303	0.8483	0.0226	0.9101	0.7806	0.4986	0.8151	0.4983	0.6206	0.0225	0.7104	0.5992	0.4862
1.1987	3.08	1140	0.5712	0.5714	0.6993	0.8244	0.8928	0.7590	0.8263	0.0269	0.8931	0.8668	0.6305	0.8213	0.5669	0.6592	0.0268	0.7241	0.6041	0.5972
0.7254	3.14	1160	0.6330	0.5416	0.6696	0.8088	0.8986	0.6701	0.8139	0.0237	0.8958	0.8757	0.5094	0.8103	0.5280	0.6353	0.0236	0.7146	0.5816	0.4980
0.4003	3.19	1180	0.6043	0.5385	0.6659	0.8092	0.9123	0.6244	0.8237	0.0240	0.8793	0.8897	0.5081	0.8140	0.4894	0.6426	0.0239	0.7104	0.5954	0.4938
0.3748	3.24	1200	0.5919	0.5438	0.6621	0.8102	0.9296	0.5921	0.8031	0.0300	0.8633	0.8873	0.5289	0.8136	0.5033	0.6481	0.0299	0.6993	0.6011	0.5113
0.6813	3.3	1220	0.5742	0.5589	0.6683	0.8179	0.9073	0.5921	0.8173	0.0311	0.8975	0.8354	0.5973	0.8079	0.5053	0.6427	0.0309	0.7055	0.6439	0.5764
0.3824	3.35	1240	0.5503	0.5679	0.6963	0.8207	0.9115	0.7776	0.8276	0.0345	0.8744	0.8579	0.5906	0.8203	0.5693	0.6410	0.0342	0.7103	0.6310	0.5693
0.7603	3.41	1260	0.5712	0.5638	0.6821	0.8174	0.8986	0.7138	0.8280	0.0439	0.9093	0.8306	0.5506	0.8160	0.5587	0.6624	0.0433	0.7065	0.6286	0.5310
0.7926	3.46	1280	0.5728	0.5673	0.6926	0.8185	0.9123	0.6875	0.8869	0.0490	0.8531	0.8686	0.5909	0.8117	0.5581	0.6424	0.0483	0.7068	0.6355	0.5681
0.5149	3.51	1300	0.5715	0.5679	0.6958	0.8194	0.9052	0.6954	0.8254	0.0548	0.8556	0.9054	0.6290	0.8223	0.5488	0.6569	0.0544	0.7048	0.5916	0.5967
0.623	3.57	1320	0.5723	0.5752	0.6931	0.8245	0.9129	0.6938	0.8519	0.0379	0.8771	0.8737	0.6042	0.8195	0.5656	0.6468	0.0371	0.7112	0.6614	0.5844
0.5331	3.62	1340	0.5802	0.5694	0.6758	0.8221	0.9283	0.6637	0.8086	0.0427	0.8874	0.7865	0.6136	0.8052	0.5426	0.6474	0.0418	0.7151	0.6460	0.5877
0.4966	3.68	1360	0.5776	0.5653	0.6944	0.8189	0.9041	0.7890	0.8019	0.0577	0.8948	0.8461	0.5674	0.8222	0.5665	0.6527	0.0565	0.7171	0.5995	0.5425
0.7875	3.73	1380	0.5500	0.5825	0.7075	0.8249	0.9192	0.7436	0.8403	0.1109	0.8625	0.8702	0.6056	0.8167	0.5658	0.6609	0.1036	0.7230	0.6398	0.5679
0.4906	3.78	1400	0.5681	0.5805	0.7036	0.8191	0.8903	0.6878	0.7936	0.1968	0.8973	0.8741	0.5855	0.8242	0.5382	0.6658	0.1750	0.7098	0.6022	0.5484
0.3565	3.84	1420	0.6125	0.5640	0.6908	0.8155	0.9136	0.7074	0.8146	0.1141	0.8803	0.8820	0.5234	0.8172	0.5596	0.6229	0.1071	0.7207	0.6137	0.5068
1.3393	3.89	1440	0.5608	0.5915	0.7116	0.8272	0.8975	0.7789	0.8623	0.1120	0.8902	0.7977	0.6430	0.8131	0.6059	0.6366	0.1083	0.7236	0.6506	0.6027
0.864	3.95	1460	0.5728	0.5831	0.7010	0.8272	0.9050	0.7358	0.7942	0.0735	0.8930	0.8686	0.6372	0.8239	0.5722	0.6571	0.0716	0.7173	0.6471	0.5923
0.4925	4.0	1480	0.5538	0.5883	0.6994	0.8313	0.9121	0.6628	0.8424	0.0866	0.8914	0.8586	0.6421	0.8283	0.5531	0.6734	0.0811	0.7206	0.6540	0.6076
0.4559	4.05	1500	0.5789	0.5725	0.6901	0.8233	0.9219	0.6579	0.8358	0.0760	0.8747	0.8848	0.5795	0.8222	0.5401	0.6579	0.0735	0.7155	0.6462	0.5521
0.4295	4.11	1520	0.6088	0.5705	0.6949	0.8165	0.9330	0.6590	0.8607	0.0876	0.8127	0.9066	0.6045	0.7917	0.5603	0.6283	0.0844	0.7159	0.6390	0.5737
0.5591	4.16	1540	0.5385	0.6038	0.7106	0.8364	0.9136	0.6978	0.7744	0.1493	0.8992	0.8430	0.6971	0.8240	0.5594	0.6594	0.1425	0.7283	0.6668	0.6462
0.536	4.22	1560	0.6030	0.5814	0.7128	0.8229	0.8963	0.7285	0.8589	0.1084	0.8596	0.9171	0.6206	0.8224	0.5719	0.6460	0.1042	0.7128	0.6234	0.5890
1.0689	4.27	1580	0.5964	0.5930	0.7215	0.8262	0.9036	0.7625	0.8329	0.1609	0.8663	0.9100	0.6144	0.8191	0.5807	0.6749	0.1523	0.7192	0.6189	0.5861
0.2286	4.32	1600	0.5731	0.6002	0.7168	0.8319	0.9089	0.7182	0.8832	0.1414	0.8752	0.8408	0.6502	0.8171	0.5893	0.6404	0.1364	0.7279	0.6738	0.6166
0.4283	4.38	1620	0.5744	0.6147	0.7181	0.8372	0.8998	0.6260	0.8260	0.2497	0.9142	0.8480	0.6631	0.8316	0.5335	0.6976	0.2223	0.7171	0.6660	0.6351
0.4222	4.43	1640	0.5881	0.6014	0.6982	0.8337	0.9133	0.6604	0.8085	0.1416	0.9237	0.8171	0.6224	0.8244	0.5747	0.6702	0.1357	0.7182	0.6822	0.6041
0.7353	4.49	1660	0.5441	0.6086	0.7291	0.8298	0.9064	0.7696	0.8084	0.2185	0.8724	0.8933	0.6352	0.8266	0.6096	0.6655	0.2029	0.7105	0.6564	0.5887
0.3957	4.54	1680	0.6038	0.5958	0.7275	0.8192	0.8897	0.7436	0.8966	0.2666	0.8646	0.8630	0.5688	0.8015	0.5760	0.6355	0.2409	0.7136	0.6558	0.5474
0.2487	4.59	1700	0.5658	0.6187	0.7409	0.8320	0.9057	0.7238	0.8779	0.3069	0.8613	0.8739	0.6365	0.8163	0.6037	0.6622	0.2484	0.7229	0.6738	0.6033
0.3008	4.65	1720	0.5535	0.6035	0.7189	0.8289	0.9121	0.7453	0.7740	0.2170	0.8902	0.8903	0.6032	0.8225	0.5837	0.6813	0.1916	0.7119	0.6491	0.5841
0.6365	4.7	1740	0.5208	0.6136	0.7279	0.8371	0.9263	0.7461	0.8308	0.1831	0.8638	0.8811	0.6639	0.8202	0.6155	0.6586	0.1628	0.7354	0.6755	0.6269
0.4279	4.76	1760	0.6134	0.5704	0.6952	0.8183	0.9179	0.6845	0.8761	0.1342	0.8760	0.8668	0.5109	0.8247	0.5764	0.6442	0.1245	0.7225	0.5997	0.5010
0.6908	4.81	1780	0.5553	0.6059	0.7304	0.8273	0.9250	0.7461	0.8168	0.2998	0.8635	0.9004	0.5613	0.8287	0.6168	0.6874	0.2536	0.7293	0.5799	0.5453
0.5609	4.86	1800	0.5144	0.6264	0.7445	0.8389	0.9163	0.7618	0.8524	0.3185	0.8861	0.8515	0.6247	0.8349	0.6154	0.7107	0.2581	0.7332	0.6332	0.5991
1.0128	4.92	1820	0.5699	0.6074	0.7300	0.8298	0.9006	0.7923	0.8483	0.2638	0.9048	0.8210	0.5789	0.8302	0.6199	0.6829	0.2303	0.7278	0.5999	0.5610
0.516	4.97	1840	0.5578	0.6022	0.7351	0.8286	0.9112	0.7915	0.8450	0.2377	0.8619	0.9054	0.5928	0.8346	0.6146	0.6743	0.1882	0.7268	0.6007	0.5763
0.3054	5.03	1860	0.5368	0.6154	0.7584	0.8301	0.9143	0.7967	0.8678	0.4105	0.8507	0.8955	0.5728	0.8363	0.6110	0.6948	0.2822	0.7338	0.5973	0.5523
0.6332	5.08	1880	0.5266	0.6299	0.7423	0.8414	0.9295	0.7338	0.8080	0.3166	0.8789	0.8939	0.6356	0.8371	0.6080	0.6962	0.2749	0.7321	0.6483	0.6128
0.4124	5.14	1900	0.5191	0.6227	0.7240	0.8400	0.9238	0.6855	0.7834	0.2553	0.8945	0.8449	0.6803	0.8282	0.5864	0.6731	0.2227	0.7297	0.6979	0.6208
0.3046	5.19	1920	0.5244	0.6272	0.7438	0.8437	0.9192	0.7810	0.8585	0.2385	0.8838	0.8707	0.6552	0.8372	0.6193	0.6793	0.1982	0.7389	0.6853	0.6323
0.5471	5.24	1940	0.4855	0.6292	0.7565	0.8412	0.8930	0.8240	0.8479	0.2628	0.8820	0.9020	0.6839	0.8266	0.6157	0.6929	0.2276	0.7393	0.6698	0.6326
0.2924	5.3	1960	0.5475	0.6145	0.7243	0.8377	0.9260	0.6746	0.8684	0.2452	0.8921	0.8872	0.5767	0.8220	0.5689	0.6825	0.2239	0.7409	0.6992	0.5639
0.7133	5.35	1980	0.4943	0.6401	0.7533	0.8468	0.9030	0.7853	0.8514	0.2992	0.9117	0.8727	0.6501	0.8375	0.6315	0.7148	0.2638	0.7475	0.6811	0.6041
0.3775	5.41	2000	0.5023	0.6105	0.7239	0.8412	0.9024	0.7428	0.8539	0.1445	0.9132	0.8469	0.6636	0.8286	0.6235	0.6728	0.1400	0.7618	0.6342	0.6125
0.8475	5.46	2020	0.5247	0.6125	0.7384	0.8312	0.8990	0.7531	0.8370	0.2787	0.8786	0.9103	0.6121	0.8195	0.6126	0.7011	0.2521	0.7470	0.5952	0.5598
0.2725	5.51	2040	0.5264	0.6263	0.7294	0.8445	0.9250	0.7440	0.8590	0.2303	0.9168	0.8122	0.6183	0.8321	0.6192	0.6931	0.2099	0.7482	0.6815	0.5999
0.5317	5.57	2060	0.5177	0.6208	0.7396	0.8372	0.9330	0.7005	0.8587	0.2808	0.8339	0.8877	0.6823	0.8095	0.5866	0.6802	0.2380	0.7451	0.6555	0.6306
0.6395	5.62	2080	0.5292	0.6252	0.7410	0.8365	0.8861	0.7238	0.8425	0.3135	0.9041	0.8495	0.6674	0.8211	0.6161	0.6870	0.2707	0.7388	0.6309	0.6120
0.3586	5.68	2100	0.4814	0.6412	0.7579	0.8492	0.9053	0.8220	0.8115	0.2991	0.9051	0.8471	0.7149	0.8402	0.6208	0.6996	0.2540	0.7490	0.6618	0.6634
0.3127	5.73	2120	0.4579	0.6571	0.7653	0.8566	0.9160	0.8202	0.8085	0.3566	0.9232	0.8290	0.7034	0.8397	0.6271	0.7127	0.2927	0.7648	0.6997	0.6628
0.6651	5.78	2140	0.5767	0.6326	0.7389	0.8437	0.9129	0.7090	0.8142	0.3383	0.9263	0.8663	0.6056	0.8355	0.5889	0.7222	0.2958	0.7460	0.6529	0.5868
0.2858	5.84	2160	0.5401	0.6216	0.7492	0.8346	0.9231	0.6579	0.8866	0.3958	0.8346	0.9036	0.6429	0.8273	0.5633	0.6981	0.3002	0.7283	0.6183	0.6156
0.2566	5.89	2180	0.5070	0.6388	0.7608	0.8433	0.9055	0.7782	0.8674	0.3469	0.8775	0.8787	0.6715	0.8361	0.6347	0.7050	0.2857	0.7392	0.6408	0.6301
0.4278	5.95	2200	0.5319	0.6431	0.7485	0.8506	0.8914	0.7504	0.8633	0.2503	0.9239	0.8485	0.7118	0.8342	0.6068	0.7183	0.2295	0.7408	0.6970	0.6752
0.3374	6.0	2220	0.5220	0.6446	0.7587	0.8504	0.9149	0.7802	0.8598	0.3481	0.9145	0.8635	0.6300	0.8448	0.6248	0.7057	0.3009	0.7573	0.6588	0.6198
0.4162	6.05	2240	0.5373	0.6312	0.7413	0.8445	0.9082	0.7615	0.8502	0.2900	0.9255	0.8356	0.6185	0.8390	0.6241	0.7017	0.2609	0.7497	0.6446	0.5982
0.3659	6.11	2260	0.5100	0.6503	0.7555	0.8558	0.9271	0.7673	0.8519	0.3182	0.9162	0.8447	0.6630	0.8468	0.6269	0.7024	0.2766	0.7626	0.6856	0.6513
0.3019	6.16	2280	0.5076	0.6437	0.7600	0.8502	0.9256	0.7714	0.8497	0.3067	0.8644	0.8754	0.7266	0.8413	0.6254	0.6728	0.2581	0.7460	0.6784	0.6838
0.419	6.22	2300	0.5132	0.6403	0.7579	0.8483	0.9121	0.7802	0.8602	0.3012	0.8819	0.8600	0.7096	0.8394	0.6169	0.6742	0.2599	0.7437	0.6698	0.6782
0.3698	6.27	2320	0.5154	0.6424	0.7488	0.8505	0.9401	0.7680	0.8024	0.3329	0.9022	0.8523	0.6434	0.8390	0.6141	0.6964	0.2846	0.7549	0.6732	0.6348
0.3336	6.32	2340	0.5687	0.6079	0.7314	0.8337	0.9302	0.7395	0.8798	0.2330	0.8582	0.8943	0.5849	0.8411	0.6169	0.6405	0.2012	0.7290	0.6507	0.5757
0.3567	6.38	2360	0.5166	0.6322	0.7639	0.8435	0.9016	0.8075	0.8436	0.3007	0.8602	0.9100	0.7236	0.8399	0.6166	0.6671	0.2515	0.7433	0.6095	0.6972
0.4141	6.43	2380	0.4746	0.6610	0.7868	0.8559	0.9129	0.8145	0.8264	0.4202	0.8670	0.9008	0.7660	0.8423	0.6173	0.6954	0.3593	0.7663	0.6171	0.7296
1.0648	6.49	2400	0.4916	0.6551	0.7625	0.8531	0.9221	0.7768	0.8518	0.3922	0.9069	0.7967	0.6909	0.8407	0.6314	0.7027	0.3444	0.7561	0.6446	0.6659
0.3123	6.54	2420	0.4354	0.6802	0.7896	0.8663	0.8954	0.7670	0.8441	0.4503	0.9090	0.8037	0.8579	0.8356	0.6152	0.7331	0.3740	0.7816	0.6607	0.7611
0.3032	6.59	2440	0.4324	0.6820	0.7943	0.8670	0.9154	0.7967	0.8428	0.4614	0.8942	0.8423	0.8070	0.8411	0.6355	0.7143	0.3655	0.7800	0.6673	0.7703
0.4145	6.65	2460	0.5008	0.6531	0.7604	0.8555	0.9128	0.7721	0.8558	0.3218	0.9130	0.8410	0.7061	0.8412	0.6222	0.7058	0.2820	0.7575	0.6801	0.6831
0.241	6.7	2480	0.5001	0.6470	0.7684	0.8514	0.9097	0.8170	0.8686	0.3234	0.8854	0.8659	0.7087	0.8413	0.6228	0.7038	0.2625	0.7491	0.6655	0.6840
0.5881	6.76	2500	0.4669	0.6416	0.7549	0.8518	0.9329	0.8055	0.8571	0.2522	0.8717	0.8462	0.7189	0.8367	0.6359	0.6855	0.2267	0.7549	0.6625	0.6889
0.6851	6.81	2520	0.5335	0.6332	0.7561	0.8480	0.9172	0.8463	0.8290	0.2526	0.8877	0.8747	0.6852	0.8404	0.6112	0.6837	0.2164	0.7485	0.6639	0.6686
0.3773	6.86	2540	0.5191	0.6317	0.7559	0.8453	0.9217	0.7878	0.8746	0.2958	0.8702	0.8793	0.6617	0.8440	0.6182	0.6861	0.2415	0.7457	0.6392	0.6474
0.5092	6.92	2560	0.4745	0.6505	0.7763	0.8521	0.9234	0.8219	0.8182	0.3888	0.8668	0.8939	0.7211	0.8481	0.6088	0.6894	0.3175	0.7488	0.6412	0.6999
0.3652	6.97	2580	0.4222	0.6749	0.7796	0.8686	0.9326	0.7960	0.8283	0.3546	0.8916	0.8440	0.8104	0.8442	0.6262	0.7074	0.3021	0.7813	0.6852	0.7777
0.3016	7.03	2600	0.4632	0.6570	0.7702	0.8602	0.9343	0.8038	0.8335	0.3145	0.8827	0.8947	0.7276	0.8449	0.6266	0.6963	0.2810	0.7739	0.6594	0.7169
0.9354	7.08	2620	0.4494	0.6551	0.7692	0.8545	0.9277	0.7874	0.8065	0.3745	0.8844	0.8996	0.7043	0.8435	0.6262	0.7053	0.3194	0.7577	0.6523	0.6814
0.8554	7.14	2640	0.4588	0.6492	0.7579	0.8527	0.9130	0.7053	0.8017	0.4151	0.9105	0.8226	0.7374	0.8395	0.5736	0.7068	0.3074	0.7560	0.6831	0.6783
0.1009	7.19	2660	0.4967	0.6422	0.7690	0.8439	0.9088	0.8026	0.8285	0.3227	0.8242	0.8732	0.8231	0.8260	0.6197	0.6833	0.2669	0.7236	0.6736	0.7024
0.5878	7.24	2680	0.4940	0.6499	0.7592	0.8555	0.9238	0.7939	0.8104	0.3196	0.9069	0.8481	0.7119	0.8408	0.6032	0.6907	0.2835	0.7620	0.6881	0.6809
0.3527	7.3	2700	0.4924	0.6378	0.7595	0.8482	0.9264	0.8187	0.8311	0.2991	0.8702	0.8720	0.6992	0.8383	0.6033	0.6794	0.2624	0.7467	0.6595	0.6750
0.3733	7.35	2720	0.5420	0.6321	0.7384	0.8446	0.9223	0.7199	0.8052	0.3394	0.9110	0.8042	0.6671	0.8367	0.5826	0.6743	0.2822	0.7412	0.6629	0.6450
0.2743	7.41	2740	0.5190	0.6463	0.7655	0.8483	0.9182	0.7957	0.8177	0.3926	0.8902	0.8732	0.6707	0.8416	0.6282	0.7044	0.3097	0.7491	0.6528	0.6385
0.6321	7.46	2760	0.5105	0.6427	0.7447	0.8529	0.9358	0.7341	0.8344	0.2998	0.9051	0.8230	0.6807	0.8437	0.6225	0.6947	0.2592	0.7593	0.6632	0.6567
0.7369	7.51	2780	0.5156	0.6364	0.7543	0.8434	0.9160	0.7795	0.8035	0.3590	0.8889	0.8646	0.6685	0.8289	0.6335	0.6704	0.3000	0.7561	0.6414	0.6245
0.2981	7.57	2800	0.5989	0.6172	0.7461	0.8338	0.8977	0.6911	0.8723	0.3880	0.8857	0.8817	0.6059	0.8271	0.5719	0.6510	0.3053	0.7454	0.6301	0.5892
0.4012	7.62	2820	0.5105	0.6539	0.7702	0.8487	0.9265	0.8119	0.7934	0.4344	0.8756	0.8344	0.7152	0.8218	0.6226	0.6768	0.3363	0.7478	0.6871	0.6846
0.3812	7.68	2840	0.5101	0.6602	0.7640	0.8547	0.9132	0.7615	0.7728	0.4581	0.9319	0.7872	0.7229	0.8344	0.6247	0.6867	0.3336	0.7610	0.6983	0.6824
2.1456	7.73	2860	0.5119	0.6437	0.7641	0.8458	0.9168	0.7538	0.8622	0.3724	0.8550	0.8562	0.7322	0.8331	0.6207	0.6904	0.3005	0.7397	0.6531	0.6685
0.3138	7.78	2880	0.5153	0.6446	0.7572	0.8519	0.9389	0.7837	0.8490	0.3067	0.8751	0.8660	0.6808	0.8358	0.6323	0.6872	0.2656	0.7627	0.6731	0.6553
0.3975	7.84	2900	0.4575	0.6640	0.7735	0.8570	0.9125	0.7619	0.8285	0.3969	0.8894	0.8522	0.7731	0.8417	0.6410	0.7047	0.3399	0.7579	0.6468	0.7160
0.138	7.89	2920	0.4832	0.6531	0.7794	0.8500	0.9183	0.8233	0.8272	0.4431	0.8725	0.8669	0.7047	0.8386	0.6239	0.6978	0.3327	0.7489	0.6565	0.6735
1.2288	7.95	2940	0.5300	0.6530	0.7646	0.8526	0.9186	0.8154	0.7786	0.3941	0.9151	0.8382	0.6919	0.8355	0.6158	0.6870	0.3192	0.7584	0.6955	0.6596
0.2467	8.0	2960	0.4991	0.6630	0.7906	0.8548	0.9189	0.8304	0.8237	0.4906	0.8798	0.8931	0.6975	0.8475	0.6185	0.7209	0.3837	0.7599	0.6494	0.6610
0.4246	8.05	2980	0.5756	0.6489	0.7639	0.8513	0.9129	0.7837	0.8474	0.3609	0.8986	0.8498	0.6938	0.8375	0.6280	0.6816	0.2919	0.7553	0.6776	0.6706
0.6102	8.11	3000	0.5444	0.6359	0.7444	0.8520	0.9323	0.7862	0.8062	0.2210	0.8929	0.8628	0.7094	0.8397	0.6343	0.6563	0.2024	0.7613	0.6760	0.6813
0.5901	8.16	3020	0.5296	0.6434	0.7519	0.8538	0.9221	0.8084	0.8229	0.2617	0.9094	0.8298	0.7092	0.8441	0.6404	0.6818	0.2361	0.7613	0.6664	0.6739
0.7706	8.22	3040	0.5710	0.6410	0.7500	0.8467	0.9227	0.7546	0.8326	0.3445	0.8991	0.8377	0.6586	0.8363	0.6332	0.6955	0.2874	0.7468	0.6499	0.6377
0.2613	8.27	3060	0.4850	0.6706	0.7869	0.8569	0.9173	0.7762	0.8292	0.5361	0.8933	0.8203	0.7362	0.8406	0.6317	0.7262	0.3816	0.7588	0.6762	0.6791
0.3787	8.32	3080	0.5123	0.6724	0.7794	0.8608	0.9303	0.7850	0.8282	0.4586	0.9080	0.8630	0.6827	0.8453	0.6354	0.7207	0.3831	0.7686	0.6930	0.6607
0.2027	8.38	3100	0.5467	0.6577	0.7658	0.8547	0.9104	0.7148	0.8596	0.4194	0.9114	0.8503	0.6949	0.8470	0.5904	0.7081	0.3613	0.7506	0.6764	0.6699
0.2585	8.43	3120	0.5285	0.6540	0.7727	0.8509	0.9137	0.7336	0.8450	0.4543	0.8851	0.8879	0.6896	0.8468	0.6090	0.6951	0.3664	0.7487	0.6517	0.6603
1.3011	8.49	3140	0.5199	0.6615	0.7847	0.8541	0.9062	0.8103	0.8696	0.4618	0.8940	0.8486	0.7024	0.8446	0.6277	0.7115	0.3608	0.7552	0.6605	0.6703
0.4755	8.54	3160	0.4897	0.6631	0.7860	0.8533	0.9125	0.8131	0.8255	0.4825	0.8793	0.8535	0.7360	0.8390	0.6284	0.7110	0.3724	0.7533	0.6619	0.6759
1.0989	8.59	3180	0.5838	0.6376	0.7531	0.8451	0.9081	0.7302	0.8004	0.4229	0.9152	0.8258	0.6692	0.8425	0.5774	0.7018	0.3407	0.7489	0.6215	0.6307
0.2332	8.65	3200	0.4615	0.6701	0.7911	0.8600	0.9218	0.7880	0.8669	0.4674	0.8654	0.8479	0.7801	0.8409	0.6291	0.7166	0.3506	0.7689	0.6726	0.7122
0.8864	8.7	3220	0.5110	0.6600	0.7710	0.8540	0.9048	0.7695	0.8619	0.4088	0.9046	0.8200	0.7270	0.8333	0.6345	0.6866	0.3386	0.7581	0.6790	0.6897
0.1611	8.76	3240	0.4700	0.6711	0.7814	0.8612	0.9116	0.7684	0.8589	0.4298	0.9013	0.8437	0.7561	0.8420	0.6227	0.7142	0.3619	0.7678	0.6764	0.7128
0.4228	8.81	3260	0.4747	0.6717	0.7968	0.8588	0.9180	0.8397	0.8264	0.4786	0.8719	0.8969	0.7463	0.8504	0.6326	0.7152	0.3934	0.7592	0.6400	0.7109
0.2511	8.86	3280	0.5220	0.6704	0.7833	0.8600	0.9261	0.8208	0.8527	0.4542	0.9033	0.8320	0.6943	0.8505	0.6246	0.7248	0.3880	0.7629	0.6744	0.6678
0.2103	8.92	3300	0.4626	0.6784	0.7827	0.8642	0.9136	0.7540	0.8653	0.4562	0.9063	0.7931	0.7904	0.8421	0.6237	0.7221	0.3783	0.7716	0.6970	0.7139
0.3643	8.97	3320	0.4803	0.6726	0.7760	0.8625	0.9124	0.7542	0.8562	0.3939	0.9034	0.8287	0.7829	0.8432	0.6269	0.7278	0.3554	0.7672	0.6791	0.7084
0.2641	9.03	3340	0.4765	0.6783	0.8001	0.8637	0.9147	0.8312	0.8584	0.4151	0.8551	0.9011	0.8251	0.8528	0.6453	0.7192	0.3693	0.7606	0.6432	0.7575
0.2143	9.08	3360	0.5518	0.6610	0.7748	0.8540	0.9158	0.7887	0.8516	0.4334	0.9013	0.8551	0.6778	0.8508	0.6459	0.7176	0.3734	0.7556	0.6398	0.6439
0.3505	9.14	3380	0.5120	0.6642	0.7757	0.8588	0.9292	0.7881	0.8391	0.4038	0.8775	0.8161	0.7764	0.8389	0.6293	0.7024	0.3511	0.7709	0.6456	0.7114
0.358	9.19	3400	0.5251	0.6604	0.7720	0.8579	0.9340	0.7911	0.8394	0.4064	0.8972	0.8521	0.6837	0.8526	0.6403	0.7061	0.3513	0.7708	0.6472	0.6547
0.5739	9.24	3420	0.4954	0.6654	0.7883	0.8615	0.9251	0.8190	0.8580	0.4015	0.8678	0.8745	0.7726	0.8513	0.6423	0.6940	0.3262	0.7799	0.6355	0.7285
0.3859	9.3	3440	0.5409	0.6563	0.7677	0.8556	0.9375	0.7684	0.8450	0.4151	0.8911	0.8357	0.6808	0.8483	0.6370	0.7071	0.3394	0.7688	0.6456	0.6483
0.2072	9.35	3460	0.4515	0.6701	0.7792	0.8644	0.9235	0.7975	0.8361	0.3910	0.9044	0.8436	0.7580	0.8473	0.6406	0.7065	0.3286	0.7822	0.6679	0.7177
0.2763	9.41	3480	0.4903	0.6651	0.7767	0.8597	0.9285	0.8032	0.8346	0.4003	0.8937	0.8548	0.7218	0.8446	0.6381	0.7099	0.3249	0.7675	0.6788	0.6920
0.4056	9.46	3500	0.4582	0.6714	0.7913	0.8648	0.9196	0.8358	0.8390	0.3835	0.8786	0.8930	0.7896	0.8485	0.6269	0.7106	0.3245	0.7766	0.6624	0.7503
0.2243	9.51	3520	0.5132	0.6559	0.7656	0.8591	0.9275	0.7915	0.8485	0.3016	0.8904	0.8661	0.7339	0.8451	0.6310	0.7043	0.2617	0.7657	0.6894	0.6945
0.7284	9.57	3540	0.4846	0.6554	0.7593	0.8617	0.9298	0.7302	0.8479	0.2907	0.8971	0.8715	0.7482	0.8547	0.5976	0.7054	0.2533	0.7619	0.7019	0.7130
0.3212	9.62	3560	0.4803	0.6572	0.7699	0.8608	0.9212	0.7555	0.8622	0.3283	0.8883	0.8770	0.7572	0.8590	0.5987	0.7006	0.2688	0.7570	0.6950	0.7215
0.6291	9.68	3580	0.4862	0.6426	0.7535	0.8544	0.9147	0.7223	0.8381	0.2837	0.8865	0.8410	0.7880	0.8526	0.5934	0.6839	0.2294	0.7511	0.6794	0.7087
0.3655	9.73	3600	0.4545	0.6705	0.7891	0.8621	0.8971	0.8076	0.8626	0.3888	0.8789	0.8207	0.8681	0.8355	0.6397	0.6816	0.3088	0.7717	0.6847	0.7717
0.2223	9.78	3620	0.4530	0.6666	0.7888	0.8596	0.9038	0.8096	0.8744	0.4158	0.8844	0.8551	0.7787	0.8421	0.6465	0.6691	0.3365	0.7757	0.6604	0.7361
0.2464	9.84	3640	0.5492	0.6501	0.7693	0.8513	0.9188	0.7944	0.8741	0.3862	0.8928	0.8657	0.6531	0.8540	0.6479	0.7151	0.3299	0.7584	0.6197	0.6259
0.3132	9.89	3660	0.4718	0.6706	0.7842	0.8630	0.9278	0.8222	0.8293	0.3615	0.8638	0.8602	0.8244	0.8415	0.6531	0.7033	0.3108	0.7700	0.6474	0.7678
0.3324	9.95	3680	0.4550	0.6790	0.7803	0.8673	0.9217	0.8007	0.8257	0.4419	0.9299	0.7736	0.7688	0.8515	0.6404	0.7304	0.3462	0.7750	0.6775	0.7321
0.2938	10.0	3700	0.4770	0.6700	0.8004	0.8599	0.9264	0.8356	0.8404	0.4655	0.8441	0.9064	0.7846	0.8502	0.6429	0.7106	0.3299	0.7600	0.6462	0.7503
0.1729	10.05	3720	0.5693	0.6432	0.7511	0.8483	0.9290	0.7376	0.8531	0.3331	0.8826	0.8375	0.6846	0.8417	0.6330	0.6959	0.2686	0.7390	0.6639	0.6601
0.2335	10.11	3740	0.5438	0.6523	0.7610	0.8543	0.9426	0.7742	0.8817	0.3151	0.8659	0.8432	0.7042	0.8419	0.6442	0.6913	0.2620	0.7497	0.6928	0.6843
0.2832	10.16	3760	0.5138	0.6525	0.7706	0.8527	0.9438	0.8356	0.7781	0.3821	0.8624	0.8700	0.7221	0.8392	0.6126	0.6875	0.3230	0.7502	0.6561	0.6986
0.8137	10.22	3780	0.5498	0.6492	0.7599	0.8514	0.9200	0.7925	0.8534	0.3559	0.9091	0.8304	0.6579	0.8508	0.6445	0.7176	0.3250	0.7553	0.6220	0.6292
0.3137	10.27	3800	0.5088	0.6593	0.7719	0.8540	0.9410	0.8104	0.8620	0.4019	0.8722	0.8296	0.6862	0.8435	0.6484	0.7093	0.3554	0.7551	0.6471	0.6563
0.2471	10.32	3820	0.5060	0.6601	0.7856	0.8546	0.9305	0.8251	0.8578	0.4243	0.8544	0.8923	0.7148	0.8498	0.6390	0.7031	0.3558	0.7563	0.6367	0.6798
0.2507	10.38	3840	0.5004	0.6596	0.7779	0.8572	0.9356	0.8184	0.8547	0.4060	0.8776	0.8508	0.7022	0.8528	0.6355	0.7072	0.3361	0.7627	0.6493	0.6736
0.2734	10.43	3860	0.5179	0.6519	0.7642	0.8567	0.9220	0.8118	0.8682	0.2989	0.8972	0.8345	0.7170	0.8491	0.6421	0.7026	0.2487	0.7605	0.6748	0.6852
0.9895	10.49	3880	0.4962	0.6658	0.7818	0.8615	0.9164	0.8324	0.8711	0.3679	0.8991	0.8569	0.7290	0.8500	0.6467	0.7104	0.2938	0.7691	0.6931	0.6973
0.1867	10.54	3900	0.4848	0.6646	0.7732	0.8621	0.9189	0.7909	0.8550	0.3523	0.9082	0.8533	0.7337	0.8511	0.6524	0.7081	0.2877	0.7739	0.6864	0.6926
0.2285	10.59	3920	0.4964	0.6639	0.7690	0.8601	0.9294	0.7393	0.8069	0.4343	0.9073	0.8280	0.7377	0.8440	0.6155	0.7073	0.3567	0.7764	0.6515	0.6956
0.236	10.65	3940	0.5185	0.6739	0.7955	0.8625	0.9266	0.8106	0.8428	0.4827	0.8763	0.8845	0.7446	0.8541	0.6558	0.7205	0.3622	0.7763	0.6455	0.7026
0.1239	10.7	3960	0.5523	0.6651	0.7828	0.8568	0.9286	0.7897	0.8435	0.4805	0.8873	0.8628	0.6874	0.8569	0.6587	0.7208	0.3616	0.7617	0.6427	0.6534
0.2032	10.76	3980	0.5506	0.6614	0.7776	0.8553	0.9275	0.7965	0.8530	0.4918	0.9019	0.7928	0.6798	0.8537	0.6437	0.7292	0.3746	0.7632	0.6240	0.6416
0.226	10.81	4000	0.4977	0.6652	0.7906	0.8569	0.9294	0.7910	0.8634	0.5039	0.8687	0.8779	0.7002	0.8540	0.6425	0.7169	0.3600	0.7622	0.6504	0.6706
0.2067	10.86	4020	0.5152	0.6573	0.7743	0.8513	0.9192	0.7888	0.8503	0.4305	0.8782	0.8423	0.7110	0.8364	0.6244	0.7229	0.3532	0.7514	0.6666	0.6465
0.4254	10.92	4040	0.4596	0.6791	0.8022	0.8614	0.9125	0.8033	0.8455	0.5592	0.8885	0.8584	0.7476	0.8421	0.6433	0.7377	0.3891	0.7717	0.6739	0.6958
1.076	10.97	4060	0.4386	0.6890	0.7967	0.8683	0.9162	0.7783	0.8235	0.5060	0.8973	0.8320	0.8238	0.8371	0.6368	0.7309	0.3817	0.7783	0.7000	0.7585
0.4622	11.03	4080	0.4688	0.6831	0.7961	0.8663	0.9228	0.7979	0.8488	0.4770	0.8826	0.8460	0.7975	0.8440	0.6515	0.7273	0.3719	0.7770	0.6573	0.7529
0.2557	11.08	4100	0.5033	0.6658	0.7796	0.8615	0.9334	0.8058	0.8427	0.4212	0.8923	0.8325	0.7292	0.8470	0.6434	0.7070	0.3484	0.7860	0.6294	0.6995
0.2339	11.14	4120	0.4985	0.6627	0.7835	0.8575	0.9314	0.8093	0.8638	0.4633	0.8814	0.8293	0.7056	0.8550	0.6525	0.7165	0.3499	0.7696	0.6218	0.6737
0.293	11.19	4140	0.5416	0.6486	0.7653	0.8508	0.9307	0.8219	0.8263	0.3641	0.8809	0.8411	0.6920	0.8436	0.6564	0.7103	0.3014	0.7591	0.6107	0.6587
0.1347	11.24	4160	0.4919	0.6628	0.7802	0.8581	0.9256	0.8205	0.8425	0.4267	0.8878	0.8205	0.7377	0.8457	0.6563	0.7114	0.3152	0.7709	0.6407	0.6992
0.3583	11.3	4180	0.4759	0.6615	0.7760	0.8565	0.9060	0.8063	0.8523	0.4017	0.9049	0.8172	0.7439	0.8435	0.6547	0.7142	0.3172	0.7643	0.6492	0.6876
0.4382	11.35	4200	0.6038	0.6373	0.7558	0.8421	0.9127	0.7383	0.8616	0.4178	0.8920	0.8279	0.6399	0.8332	0.6320	0.6805	0.3458	0.7562	0.6042	0.6096
0.3586	11.41	4220	0.5314	0.6627	0.7782	0.8553	0.9249	0.8193	0.8616	0.4531	0.8962	0.8018	0.6907	0.8483	0.6569	0.7091	0.3746	0.7638	0.6338	0.6521
0.2528	11.46	4240	0.5731	0.6546	0.7763	0.8495	0.9296	0.8141	0.8520	0.4677	0.8737	0.8220	0.6754	0.8366	0.6431	0.7088	0.3676	0.7566	0.6234	0.6460
0.4401	11.51	4260	0.5289	0.6641	0.7897	0.8533	0.9213	0.8162	0.8542	0.5106	0.8659	0.8265	0.7332	0.8398	0.6423	0.7196	0.3737	0.7539	0.6285	0.6911
0.1793	11.57	4280	0.5084	0.6584	0.7837	0.8504	0.9197	0.7662	0.8610	0.5191	0.8659	0.8455	0.7083	0.8411	0.6381	0.7032	0.3661	0.7500	0.6359	0.6740
0.4799	11.62	4300	0.5034	0.6746	0.8053	0.8576	0.9170	0.7807	0.8470	0.5406	0.8247	0.8734	0.8540	0.8432	0.6430	0.7224	0.3701	0.7474	0.6522	0.7442
0.1624	11.68	4320	0.4906	0.6740	0.7886	0.8598	0.9088	0.7923	0.8441	0.4827	0.8826	0.7731	0.8367	0.8399	0.6449	0.7167	0.3352	0.7557	0.6873	0.7381
0.8102	11.73	4340	0.5751	0.6489	0.7797	0.8484	0.9225	0.8260	0.8834	0.4228	0.8568	0.8642	0.6826	0.8541	0.6489	0.7003	0.3127	0.7414	0.6291	0.6557
0.276	11.78	4360	0.5836	0.6572	0.7753	0.8508	0.9281	0.7902	0.8354	0.5140	0.8948	0.8049	0.6599	0.8430	0.6425	0.7164	0.3771	0.7560	0.6329	0.6327
0.1517	11.84	4380	0.5328	0.6633	0.7821	0.8551	0.9274	0.8103	0.8505	0.4561	0.8747	0.8357	0.7202	0.8449	0.6465	0.7077	0.3596	0.7565	0.6448	0.6831
0.3974	11.89	4400	0.5615	0.6587	0.7745	0.8535	0.9407	0.8102	0.8532	0.4042	0.8589	0.8444	0.7100	0.8412	0.6467	0.7079	0.3426	0.7524	0.6433	0.6766
0.2477	11.95	4420	0.5036	0.6828	0.7966	0.8658	0.9258	0.8122	0.8544	0.4738	0.8794	0.8440	0.7865	0.8471	0.6419	0.7226	0.3875	0.7715	0.6759	0.7329
0.1876	12.0	4440	0.5161	0.6774	0.8080	0.8608	0.9253	0.8386	0.8543	0.5258	0.8468	0.8885	0.7765	0.8491	0.6436	0.7152	0.3906	0.7604	0.6463	0.7364
0.3552	12.05	4460	0.5186	0.6651	0.7778	0.8574	0.9117	0.7749	0.8590	0.4480	0.9008	0.8023	0.7483	0.8461	0.6384	0.7082	0.3417	0.7580	0.6591	0.7042
0.3803	12.11	4480	0.4803	0.6761	0.7897	0.8669	0.9237	0.8025	0.8526	0.4206	0.8850	0.8320	0.8112	0.8475	0.6370	0.7145	0.3249	0.7813	0.6757	0.7520
0.3355	12.16	4500	0.5312	0.6579	0.7699	0.8559	0.9315	0.7728	0.8423	0.3943	0.8790	0.8367	0.7328	0.8388	0.6299	0.7106	0.2987	0.7625	0.6824	0.6820
0.2417	12.22	4520	0.5646	0.6554	0.7789	0.8537	0.9142	0.8015	0.8827	0.4214	0.8845	0.8463	0.7018	0.8546	0.6449	0.7107	0.3123	0.7550	0.6418	0.6685
0.5121	12.27	4540	0.5256	0.6580	0.7809	0.8532	0.9073	0.7828	0.8720	0.4260	0.8725	0.8535	0.7526	0.8491	0.6504	0.7196	0.3252	0.7559	0.6362	0.6699
0.2514	12.32	4560	0.5088	0.6662	0.7933	0.8565	0.9103	0.8052	0.8638	0.4647	0.8684	0.8983	0.7422	0.8549	0.6506	0.7166	0.3664	0.7602	0.6327	0.6825
0.1052	12.38	4580	0.4722	0.6896	0.8055	0.8706	0.9056	0.8071	0.8511	0.4913	0.8924	0.8311	0.8599	0.8479	0.6509	0.7136	0.3808	0.7866	0.6746	0.7729
0.1715	12.43	4600	0.5683	0.6530	0.7754	0.8539	0.9251	0.8011	0.8864	0.3906	0.8757	0.8612	0.6881	0.8552	0.6512	0.7004	0.2957	0.7584	0.6524	0.6581
0.3604	12.49	4620	0.5680	0.6696	0.7885	0.8616	0.9308	0.8331	0.8639	0.4597	0.8946	0.8443	0.6931	0.8578	0.6440	0.7312	0.3553	0.7723	0.6691	0.6575
0.3714	12.54	4640	0.5835	0.6659	0.7884	0.8562	0.9224	0.8000	0.8512	0.4935	0.8794	0.8691	0.7033	0.8538	0.6472	0.7285	0.3717	0.7599	0.6454	0.6545
0.2263	12.59	4660	0.4759	0.6725	0.7893	0.8652	0.9259	0.7661	0.8610	0.4304	0.8656	0.8497	0.8266	0.8538	0.6425	0.7132	0.3036	0.7750	0.6634	0.7561
0.5225	12.65	4680	0.4786	0.6851	0.8043	0.8688	0.9180	0.7921	0.8680	0.4940	0.8808	0.8818	0.7950	0.8538	0.6470	0.7295	0.3847	0.7884	0.6532	0.7388
0.3626	12.7	4700	0.5585	0.6550	0.7612	0.8589	0.9307	0.6914	0.8602	0.3850	0.9027	0.8599	0.6985	0.8588	0.5957	0.7259	0.3158	0.7659	0.6579	0.6651
0.3352	12.76	4720	0.5811	0.6610	0.7714	0.8576	0.9286	0.6931	0.8372	0.4718	0.8974	0.8828	0.6887	0.8534	0.5920	0.7401	0.3678	0.7630	0.6525	0.6585
0.1431	12.81	4740	0.5148	0.6730	0.7917	0.8621	0.9251	0.8162	0.8604	0.5046	0.8997	0.8249	0.7111	0.8538	0.6535	0.7287	0.3494	0.7734	0.6723	0.6799
0.2278	12.86	4760	0.5648	0.6589	0.7866	0.8529	0.9235	0.7984	0.8661	0.4670	0.8616	0.8986	0.6910	0.8515	0.6571	0.7189	0.3448	0.7587	0.6227	0.6589
0.2733	12.92	4780	0.5890	0.6732	0.7910	0.8599	0.9260	0.8214	0.8534	0.5203	0.9015	0.8293	0.6848	0.8503	0.6511	0.7426	0.3901	0.7709	0.6560	0.6512
0.2281	12.97	4800	0.5588	0.6596	0.7686	0.8568	0.9229	0.7174	0.8451	0.4202	0.8968	0.8708	0.7069	0.8519	0.6191	0.7290	0.3404	0.7612	0.6532	0.6625
0.183	13.03	4820	0.5286	0.6607	0.7743	0.8578	0.9355	0.7726	0.8733	0.4067	0.8809	0.8563	0.6949	0.8523	0.6487	0.7186	0.3214	0.7671	0.6575	0.6593
0.2967	13.08	4840	0.5679	0.6615	0.7843	0.8564	0.9251	0.8120	0.8757	0.4203	0.8735	0.8922	0.6910	0.8546	0.6581	0.7157	0.3374	0.7639	0.6437	0.6574
0.2665	13.14	4860	0.5360	0.6636	0.7856	0.8584	0.9333	0.8339	0.8712	0.4552	0.8844	0.8341	0.6873	0.8544	0.6576	0.7082	0.3394	0.7732	0.6580	0.6542
0.1838	13.19	4880	0.5524	0.6748	0.7894	0.8623	0.9380	0.8202	0.8343	0.5153	0.9034	0.8439	0.6706	0.8562	0.6601	0.7390	0.3860	0.7759	0.6547	0.6517
0.4542	13.24	4900	0.4713	0.6811	0.7893	0.8673	0.9307	0.8204	0.8339	0.4459	0.9051	0.8505	0.7387	0.8562	0.6606	0.7316	0.3687	0.7802	0.6740	0.6964
0.1641	13.3	4920	0.4515	0.6862	0.8015	0.8679	0.9280	0.8041	0.8644	0.4573	0.8587	0.8722	0.8255	0.8481	0.6610	0.7254	0.3649	0.7742	0.6789	0.7509
0.3412	13.35	4940	0.5416	0.6607	0.7873	0.8550	0.9109	0.8503	0.8744	0.4282	0.8865	0.8621	0.6985	0.8449	0.6412	0.7099	0.3406	0.7618	0.6590	0.6675
0.4612	13.41	4960	0.5605	0.6679	0.7859	0.8566	0.9213	0.8035	0.8725	0.4759	0.8875	0.8487	0.6918	0.8472	0.6569	0.7228	0.3761	0.7624	0.6588	0.6510
0.2196	13.46	4980	0.5417	0.6690	0.7952	0.8569	0.9264	0.7930	0.8688	0.5372	0.8706	0.8781	0.6920	0.8500	0.6441	0.7425	0.3886	0.7678	0.6499	0.6399
0.7025	13.51	5000	0.5168	0.6712	0.7874	0.8581	0.9288	0.8091	0.8454	0.5175	0.8924	0.8165	0.7019	0.8416	0.6440	0.7388	0.3998	0.7765	0.6671	0.6308
0.1238	13.57	5020	0.5405	0.6739	0.7896	0.8613	0.9134	0.7864	0.8344	0.4747	0.8913	0.8576	0.7696	0.8390	0.6454	0.7264	0.3818	0.7845	0.6485	0.6919
0.1813	13.62	5040	0.6150	0.6523	0.7701	0.8504	0.9111	0.7670	0.8743	0.4085	0.8852	0.8403	0.7043	0.8415	0.6351	0.7191	0.3253	0.7541	0.6522	0.6387
0.5263	13.68	5060	0.5872	0.6592	0.7730	0.8501	0.9338	0.7673	0.8176	0.4907	0.8729	0.8338	0.6946	0.8341	0.6418	0.7174	0.3718	0.7489	0.6506	0.6496
0.3174	13.73	5080	0.5468	0.6728	0.7925	0.8599	0.9251	0.7621	0.8633	0.5261	0.8801	0.8816	0.7095	0.8532	0.6392	0.7456	0.4023	0.7725	0.6278	0.6690
0.6582	13.78	5100	0.5299	0.6786	0.7957	0.8638	0.9292	0.7859	0.8641	0.5234	0.8881	0.8596	0.7194	0.8553	0.6478	0.7414	0.3962	0.7765	0.6479	0.6848
0.8889	13.84	5120	0.5259	0.6615	0.7793	0.8560	0.9346	0.7669	0.8527	0.4365	0.8553	0.8574	0.7519	0.8439	0.6393	0.7169	0.3305	0.7599	0.6424	0.6978
0.2472	13.89	5140	0.5258	0.6621	0.7770	0.8572	0.9363	0.7882	0.8225	0.4469	0.8850	0.8630	0.6967	0.8522	0.6564	0.7134	0.3403	0.7683	0.6416	0.6626
0.1984	13.95	5160	0.5231	0.6743	0.7961	0.8606	0.9256	0.8202	0.8650	0.5210	0.8900	0.8627	0.6882	0.8602	0.6571	0.7492	0.3873	0.7665	0.6384	0.6611
0.293	14.0	5180	0.5337	0.6850	0.7922	0.8675	0.9405	0.7842	0.8660	0.5240	0.9062	0.8357	0.6889	0.8591	0.6501	0.7540	0.4165	0.7804	0.6725	0.6622
0.0932	14.05	5200	0.5744	0.6686	0.8039	0.8546	0.9212	0.8140	0.8778	0.5835	0.8628	0.8955	0.6726	0.8531	0.6446	0.7479	0.4070	0.7589	0.6220	0.6466

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

Task: Image Segmentation
Library: transformers
Type: segformer
License: other
Created: Nov 11, 2023
Updated: Nov 11, 2023