segformer-b0-finetuned-net-19Aug

This model is a fine-tuned version of PushkarA07/segformer-b0-finetuned-net-19Aug on the PushkarA07/batch3-tiles_third dataset. It achieves the following results on the evaluation set:

• Loss: 0.0015
• Mean Iou: 0.8569
• Mean Accuracy: 0.8876
• Overall Accuracy: 0.9994
• Accuracy Abnormality: 0.7754
• Iou Abnormality: 0.7144

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: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: linear
• num_epochs: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Abnormality	Iou Abnormality
0.0008	0.9091	10	0.0013	0.8725	0.9220	0.9995	0.8442	0.7455
0.0009	1.8182	20	0.0014	0.8634	0.8917	0.9995	0.7836	0.7273
0.0016	2.7273	30	0.0016	0.8450	0.8680	0.9994	0.7362	0.6906
0.0009	3.6364	40	0.0017	0.8424	0.8685	0.9994	0.7371	0.6853
0.0012	4.5455	50	0.0015	0.8505	0.8841	0.9994	0.7685	0.7016
0.0014	5.4545	60	0.0015	0.8553	0.8881	0.9994	0.7763	0.7113
0.0011	6.3636	70	0.0013	0.8683	0.8985	0.9995	0.7971	0.7371
0.0007	7.2727	80	0.0014	0.8676	0.8994	0.9995	0.7989	0.7357
0.0007	8.1818	90	0.0016	0.8490	0.8825	0.9994	0.7652	0.6985
0.0012	9.0909	100	0.0015	0.8532	0.8851	0.9994	0.7703	0.7069
0.0009	10.0	110	0.0015	0.8546	0.8893	0.9994	0.7788	0.7098
0.0012	10.9091	120	0.0022	0.8319	0.8593	0.9993	0.7188	0.6644
0.0015	11.8182	130	0.0018	0.8481	0.8903	0.9994	0.7808	0.6969
0.001	12.7273	140	0.0014	0.8657	0.9019	0.9995	0.8040	0.7320
0.0019	13.6364	150	0.0016	0.8487	0.8755	0.9994	0.7511	0.6980
0.0016	14.5455	160	0.0014	0.8639	0.9193	0.9994	0.8388	0.7284
0.0015	15.4545	170	0.0017	0.8462	0.8744	0.9994	0.7490	0.6930
0.0017	16.3636	180	0.0016	0.8542	0.8852	0.9994	0.7705	0.7090
0.003	17.2727	190	0.0015	0.8631	0.9071	0.9994	0.8145	0.7268
0.0012	18.1818	200	0.0014	0.8624	0.8871	0.9995	0.7743	0.7253
0.0013	19.0909	210	0.0016	0.8498	0.8771	0.9994	0.7544	0.7003
0.0005	20.0	220	0.0017	0.8456	0.8777	0.9994	0.7555	0.6919
0.0012	20.9091	230	0.0016	0.8546	0.8959	0.9994	0.7921	0.7098
0.0009	21.8182	240	0.0017	0.8476	0.8804	0.9994	0.7610	0.6959
0.0008	22.7273	250	0.0019	0.8426	0.8711	0.9994	0.7424	0.6859
0.0011	23.6364	260	0.0016	0.8534	0.8917	0.9994	0.7837	0.7075
0.0008	24.5455	270	0.0016	0.8524	0.8894	0.9994	0.7790	0.7054
0.001	25.4545	280	0.0017	0.8523	0.8879	0.9994	0.7759	0.7052
0.0007	26.3636	290	0.0017	0.8438	0.8665	0.9994	0.7330	0.6883
0.0005	27.2727	300	0.0017	0.8453	0.8709	0.9994	0.7419	0.6913
0.0006	28.1818	310	0.0017	0.8498	0.8850	0.9994	0.7702	0.7002
0.0007	29.0909	320	0.0016	0.8513	0.8791	0.9994	0.7583	0.7032
0.001	30.0	330	0.0015	0.8603	0.8965	0.9994	0.7931	0.7212
0.0007	30.9091	340	0.0015	0.8537	0.8866	0.9994	0.7733	0.7081
0.0012	31.8182	350	0.0014	0.8649	0.9014	0.9994	0.8029	0.7303
0.002	32.7273	360	0.0015	0.8525	0.8786	0.9994	0.7574	0.7056
0.0016	33.6364	370	0.0016	0.8502	0.8877	0.9994	0.7757	0.7010
0.0016	34.5455	380	0.0015	0.8611	0.9009	0.9994	0.8020	0.7228
0.0014	35.4545	390	0.0016	0.8500	0.8767	0.9994	0.7536	0.7005
0.001	36.3636	400	0.0016	0.8497	0.8803	0.9994	0.7608	0.7000
0.0006	37.2727	410	0.0016	0.8529	0.8995	0.9994	0.7992	0.7064
0.0009	38.1818	420	0.0016	0.8505	0.8793	0.9994	0.7588	0.7016
0.0003	39.0909	430	0.0015	0.8580	0.8934	0.9994	0.7869	0.7166
0.0014	40.0	440	0.0017	0.8437	0.8643	0.9994	0.7286	0.6880
0.0008	40.9091	450	0.0017	0.8424	0.8651	0.9994	0.7302	0.6854
0.0028	41.8182	460	0.0015	0.8528	0.8831	0.9994	0.7664	0.7061
0.0009	42.7273	470	0.0015	0.8561	0.8852	0.9994	0.7706	0.7128
0.0008	43.6364	480	0.0015	0.8552	0.8879	0.9994	0.7759	0.7111
0.0008	44.5455	490	0.0016	0.8491	0.8755	0.9994	0.7512	0.6988
0.0003	45.4545	500	0.0015	0.8567	0.8874	0.9994	0.775	0.7141
0.0008	46.3636	510	0.0014	0.8631	0.9009	0.9994	0.8021	0.7267
0.0005	47.2727	520	0.0015	0.8526	0.8771	0.9994	0.7543	0.7058
0.0007	48.1818	530	0.0015	0.8577	0.8906	0.9994	0.7813	0.7160
0.0008	49.0909	540	0.0015	0.8570	0.8865	0.9994	0.7731	0.7145
0.001	50.0	550	0.0015	0.8500	0.8715	0.9994	0.7432	0.7006
0.0013	50.9091	560	0.0014	0.8692	0.9055	0.9995	0.8111	0.7389
0.0007	51.8182	570	0.0015	0.8584	0.8864	0.9994	0.7730	0.7173
0.0015	52.7273	580	0.0016	0.8511	0.8788	0.9994	0.7578	0.7028
0.0014	53.6364	590	0.0017	0.8481	0.8746	0.9994	0.7494	0.6968
0.0005	54.5455	600	0.0014	0.8662	0.9085	0.9994	0.8172	0.7330
0.0023	55.4545	610	0.0017	0.8440	0.8669	0.9994	0.7339	0.6886
0.001	56.3636	620	0.0015	0.8609	0.8979	0.9994	0.7959	0.7224
0.0008	57.2727	630	0.0016	0.8555	0.8896	0.9994	0.7795	0.7116
0.001	58.1818	640	0.0017	0.8475	0.8750	0.9994	0.7501	0.6956
0.0012	59.0909	650	0.0017	0.8484	0.8752	0.9994	0.7506	0.6974
0.0014	60.0	660	0.0015	0.8628	0.9017	0.9994	0.8035	0.7261
0.0008	60.9091	670	0.0016	0.8501	0.8778	0.9994	0.7558	0.7009
0.0017	61.8182	680	0.0016	0.8537	0.8903	0.9994	0.7808	0.7080
0.0008	62.7273	690	0.0017	0.8501	0.8766	0.9994	0.7534	0.7007
0.0011	63.6364	700	0.0016	0.8551	0.8901	0.9994	0.7804	0.7109
0.0008	64.5455	710	0.0016	0.8551	0.8841	0.9994	0.7684	0.7108
0.0015	65.4545	720	0.0016	0.8564	0.8927	0.9994	0.7856	0.7134
0.0008	66.3636	730	0.0017	0.8489	0.8740	0.9994	0.7482	0.6984
0.0004	67.2727	740	0.0016	0.8544	0.8822	0.9994	0.7645	0.7094
0.0008	68.1818	750	0.0017	0.8516	0.8824	0.9994	0.7649	0.7039
0.0009	69.0909	760	0.0018	0.8483	0.8784	0.9994	0.7569	0.6973
0.0005	70.0	770	0.0015	0.8564	0.8888	0.9994	0.7777	0.7135
0.0011	70.9091	780	0.0015	0.8532	0.8795	0.9994	0.7590	0.7070
0.0019	71.8182	790	0.0015	0.8584	0.8903	0.9994	0.7808	0.7175
0.0004	72.7273	800	0.0017	0.8455	0.8709	0.9994	0.7419	0.6917
0.001	73.6364	810	0.0017	0.8491	0.8801	0.9994	0.7604	0.6987
0.002	74.5455	820	0.0017	0.8499	0.8792	0.9994	0.7586	0.7004
0.0011	75.4545	830	0.0017	0.8513	0.8843	0.9994	0.7688	0.7033
0.0011	76.3636	840	0.0017	0.8513	0.8821	0.9994	0.7643	0.7033
0.0003	77.2727	850	0.0017	0.8508	0.8812	0.9994	0.7626	0.7021
0.0012	78.1818	860	0.0017	0.8537	0.8879	0.9994	0.7759	0.7080
0.0008	79.0909	870	0.0016	0.8580	0.8903	0.9994	0.7808	0.7167
0.0014	80.0	880	0.0017	0.8494	0.8760	0.9994	0.7521	0.6993
0.0014	80.9091	890	0.0015	0.8591	0.8937	0.9994	0.7876	0.7189
0.0004	81.8182	900	0.0015	0.8598	0.8958	0.9994	0.7917	0.7201
0.0017	82.7273	910	0.0016	0.8556	0.8918	0.9994	0.7839	0.7118
0.001	83.6364	920	0.0017	0.8500	0.8807	0.9994	0.7615	0.7007
0.0007	84.5455	930	0.0017	0.8527	0.8849	0.9994	0.7701	0.7060
0.0011	85.4545	940	0.0017	0.8521	0.8834	0.9994	0.7670	0.7048
0.001	86.3636	950	0.0016	0.8518	0.8797	0.9994	0.7596	0.7043
0.0009	87.2727	960	0.0017	0.8518	0.8814	0.9994	0.7629	0.7042
0.0006	88.1818	970	0.0017	0.8514	0.8819	0.9994	0.7640	0.7034
0.0011	89.0909	980	0.0016	0.8555	0.8899	0.9994	0.7800	0.7116
0.0009	90.0	990	0.0016	0.8572	0.8905	0.9994	0.7812	0.7149
0.0005	90.9091	1000	0.0015	0.8591	0.8935	0.9994	0.7872	0.7188
0.0005	91.8182	1010	0.0016	0.8477	0.8739	0.9994	0.7479	0.6961
0.0007	92.7273	1020	0.0016	0.8528	0.8826	0.9994	0.7654	0.7062
0.0017	93.6364	1030	0.0015	0.8579	0.8937	0.9994	0.7875	0.7165
0.001	94.5455	1040	0.0015	0.8584	0.8904	0.9994	0.7810	0.7175
0.0008	95.4545	1050	0.0015	0.8586	0.8973	0.9994	0.7948	0.7177
0.0012	96.3636	1060	0.0017	0.8502	0.8793	0.9994	0.7587	0.7010
0.0008	97.2727	1070	0.0016	0.8529	0.8849	0.9994	0.7699	0.7064
0.001	98.1818	1080	0.0015	0.8585	0.8907	0.9994	0.7816	0.7175
0.0014	99.0909	1090	0.0016	0.8562	0.8861	0.9994	0.7723	0.7129
0.0007	100.0	1100	0.0017	0.8463	0.8723	0.9994	0.7447	0.6931
0.0013	100.9091	1110	0.0015	0.8647	0.8995	0.9995	0.7992	0.7299
0.0012	101.8182	1120	0.0017	0.8455	0.8682	0.9994	0.7365	0.6917
0.0006	102.7273	1130	0.0017	0.8498	0.8843	0.9994	0.7688	0.7003
0.0005	103.6364	1140	0.0015	0.8647	0.8963	0.9995	0.7927	0.7299
0.0006	104.5455	1150	0.0015	0.8615	0.8922	0.9994	0.7846	0.7237
0.0012	105.4545	1160	0.0016	0.8554	0.8926	0.9994	0.7854	0.7114
0.0007	106.3636	1170	0.0017	0.8464	0.8728	0.9994	0.7457	0.6934
0.0015	107.2727	1180	0.0016	0.8536	0.8859	0.9994	0.7720	0.7077
0.0007	108.1818	1190	0.0016	0.8571	0.8937	0.9994	0.7877	0.7147
0.0011	109.0909	1200	0.0017	0.8486	0.8771	0.9994	0.7544	0.6978
0.0008	110.0	1210	0.0017	0.8513	0.8835	0.9994	0.7673	0.7033
0.0014	110.9091	1220	0.0017	0.8483	0.8750	0.9994	0.7502	0.6971
0.0018	111.8182	1230	0.0016	0.8540	0.8869	0.9994	0.7741	0.7086
0.001	112.7273	1240	0.0016	0.8541	0.8848	0.9994	0.7698	0.7087
0.0013	113.6364	1250	0.0016	0.8496	0.8761	0.9994	0.7524	0.6997
0.0021	114.5455	1260	0.0017	0.8511	0.8827	0.9994	0.7655	0.7029
0.0005	115.4545	1270	0.0017	0.8483	0.8772	0.9994	0.7545	0.6972
0.0012	116.3636	1280	0.0016	0.8526	0.8845	0.9994	0.7691	0.7058
0.0011	117.2727	1290	0.0016	0.8499	0.8783	0.9994	0.7567	0.7005
0.001	118.1818	1300	0.0016	0.8528	0.8842	0.9994	0.7686	0.7061
0.0016	119.0909	1310	0.0017	0.8530	0.8839	0.9994	0.7680	0.7066
0.0015	120.0	1320	0.0018	0.8455	0.8726	0.9994	0.7453	0.6917
0.0006	120.9091	1330	0.0017	0.8523	0.8868	0.9994	0.7737	0.7052
0.0006	121.8182	1340	0.0016	0.8529	0.8805	0.9994	0.7612	0.7063
0.0011	122.7273	1350	0.0016	0.8565	0.8886	0.9994	0.7773	0.7135
0.0012	123.6364	1360	0.0017	0.8530	0.8863	0.9994	0.7729	0.7065
0.0012	124.5455	1370	0.0017	0.8523	0.8823	0.9994	0.7648	0.7053
0.001	125.4545	1380	0.0017	0.8498	0.8748	0.9994	0.7497	0.7002
0.0007	126.3636	1390	0.0015	0.8576	0.8917	0.9994	0.7835	0.7157
0.0007	127.2727	1400	0.0015	0.8563	0.8881	0.9994	0.7763	0.7131
0.0008	128.1818	1410	0.0016	0.8556	0.8868	0.9994	0.7738	0.7118
0.0006	129.0909	1420	0.0016	0.8538	0.8856	0.9994	0.7714	0.7083
0.0006	130.0	1430	0.0017	0.8508	0.8793	0.9994	0.7587	0.7021
0.0012	130.9091	1440	0.0017	0.8520	0.8838	0.9994	0.7678	0.7046
0.0015	131.8182	1450	0.0016	0.8549	0.8912	0.9994	0.7826	0.7104
0.0016	132.7273	1460	0.0016	0.8560	0.8888	0.9994	0.7778	0.7126
0.0006	133.6364	1470	0.0016	0.8508	0.8771	0.9994	0.7543	0.7022
0.0008	134.5455	1480	0.0016	0.8573	0.8891	0.9994	0.7784	0.7152
0.0006	135.4545	1490	0.0016	0.8560	0.8910	0.9994	0.7823	0.7127
0.0007	136.3636	1500	0.0016	0.8522	0.8805	0.9994	0.7611	0.7051
0.0007	137.2727	1510	0.0016	0.8550	0.8860	0.9994	0.7722	0.7106
0.0011	138.1818	1520	0.0016	0.8549	0.8861	0.9994	0.7724	0.7104
0.0007	139.0909	1530	0.0017	0.8503	0.8772	0.9994	0.7546	0.7011
0.0009	140.0	1540	0.0016	0.8528	0.8823	0.9994	0.7647	0.7061
0.0007	140.9091	1550	0.0016	0.8559	0.8912	0.9994	0.7826	0.7125
0.0015	141.8182	1560	0.0016	0.8544	0.8843	0.9994	0.7688	0.7093
0.001	142.7273	1570	0.0016	0.8547	0.8836	0.9994	0.7674	0.7100
0.0013	143.6364	1580	0.0015	0.8579	0.8900	0.9994	0.7801	0.7163
0.0017	144.5455	1590	0.0016	0.8549	0.8831	0.9994	0.7664	0.7105
0.0004	145.4545	1600	0.0016	0.8553	0.8842	0.9994	0.7686	0.7112
0.0008	146.3636	1610	0.0016	0.8529	0.8809	0.9994	0.7620	0.7065
0.0009	147.2727	1620	0.0016	0.8549	0.8857	0.9994	0.7716	0.7103
0.0014	148.1818	1630	0.0017	0.8491	0.8740	0.9994	0.7481	0.6988
0.001	149.0909	1640	0.0016	0.8527	0.8814	0.9994	0.7629	0.7059
0.0011	150.0	1650	0.0016	0.8534	0.8835	0.9994	0.7673	0.7074
0.0012	150.9091	1660	0.0017	0.8521	0.8801	0.9994	0.7603	0.7048
0.0009	151.8182	1670	0.0016	0.8555	0.8869	0.9994	0.7740	0.7115
0.0008	152.7273	1680	0.0017	0.8505	0.8766	0.9994	0.7533	0.7017
0.0013	153.6364	1690	0.0017	0.8505	0.8779	0.9994	0.7559	0.7017
0.0008	154.5455	1700	0.0015	0.8597	0.8935	0.9994	0.7872	0.7200
0.0012	155.4545	1710	0.0015	0.8579	0.8884	0.9994	0.7770	0.7163
0.0006	156.3636	1720	0.0016	0.8544	0.8829	0.9994	0.7660	0.7094
0.0006	157.2727	1730	0.0016	0.8555	0.8871	0.9994	0.7743	0.7115
0.0008	158.1818	1740	0.0015	0.8584	0.8909	0.9994	0.7819	0.7174
0.0005	159.0909	1750	0.0015	0.8608	0.8916	0.9994	0.7833	0.7222
0.0006	160.0	1760	0.0015	0.8603	0.8898	0.9994	0.7797	0.7211
0.0006	160.9091	1770	0.0015	0.8595	0.8898	0.9994	0.7798	0.7195
0.0011	161.8182	1780	0.0015	0.8595	0.8898	0.9994	0.7797	0.7195
0.0013	162.7273	1790	0.0015	0.8580	0.8888	0.9994	0.7777	0.7166
0.0011	163.6364	1800	0.0015	0.8572	0.8877	0.9994	0.7755	0.7150
0.0015	164.5455	1810	0.0015	0.8611	0.8980	0.9994	0.7963	0.7227
0.0009	165.4545	1820	0.0015	0.8589	0.8904	0.9994	0.7809	0.7183
0.0009	166.3636	1830	0.0016	0.8563	0.8861	0.9994	0.7723	0.7132
0.0011	167.2727	1840	0.0015	0.8582	0.8894	0.9994	0.7790	0.7169
0.0011	168.1818	1850	0.0016	0.8560	0.8845	0.9994	0.7692	0.7125
0.0018	169.0909	1860	0.0016	0.8568	0.8869	0.9994	0.7740	0.7141
0.0002	170.0	1870	0.0015	0.8598	0.8920	0.9994	0.7841	0.7202
0.0004	170.9091	1880	0.0015	0.8574	0.8884	0.9994	0.7771	0.7153
0.0004	171.8182	1890	0.0016	0.8564	0.8867	0.9994	0.7735	0.7135
0.0009	172.7273	1900	0.0015	0.8573	0.8886	0.9994	0.7773	0.7152
0.0007	173.6364	1910	0.0015	0.8581	0.8911	0.9994	0.7824	0.7168
0.0006	174.5455	1920	0.0016	0.8557	0.8869	0.9994	0.7740	0.7119
0.0006	175.4545	1930	0.0016	0.8546	0.8855	0.9994	0.7711	0.7098
0.0018	176.3636	1940	0.0016	0.8552	0.8849	0.9994	0.7700	0.7110
0.0005	177.2727	1950	0.0016	0.8567	0.8883	0.9994	0.7768	0.7139
0.001	178.1818	1960	0.0015	0.8569	0.8883	0.9994	0.7767	0.7144
0.0004	179.0909	1970	0.0016	0.8554	0.8858	0.9994	0.7717	0.7113
0.0014	180.0	1980	0.0015	0.8562	0.8871	0.9994	0.7744	0.7130
0.0011	180.9091	1990	0.0015	0.8585	0.8924	0.9994	0.7849	0.7177
0.0006	181.8182	2000	0.0015	0.8580	0.8908	0.9994	0.7818	0.7166
0.0007	182.7273	2010	0.0015	0.8570	0.8892	0.9994	0.7785	0.7147
0.0012	183.6364	2020	0.0015	0.8573	0.8892	0.9994	0.7786	0.7152
0.0014	184.5455	2030	0.0015	0.8566	0.8866	0.9994	0.7733	0.7138
0.0012	185.4545	2040	0.0016	0.8562	0.8853	0.9994	0.7708	0.7131
0.0011	186.3636	2050	0.0016	0.8564	0.8876	0.9994	0.7753	0.7135
0.0022	187.2727	2060	0.0015	0.8583	0.8912	0.9994	0.7826	0.7172
0.0012	188.1818	2070	0.0015	0.8587	0.8920	0.9994	0.7841	0.7180
0.0009	189.0909	2080	0.0015	0.8571	0.8883	0.9994	0.7767	0.7148
0.0005	190.0	2090	0.0016	0.8559	0.8845	0.9994	0.7691	0.7124
0.0006	190.9091	2100	0.0016	0.8554	0.8830	0.9994	0.7660	0.7114
0.0005	191.8182	2110	0.0015	0.8567	0.8861	0.9994	0.7724	0.7140
0.0009	192.7273	2120	0.0015	0.8583	0.8894	0.9994	0.7789	0.7172
0.0007	193.6364	2130	0.0015	0.8596	0.8913	0.9994	0.7828	0.7198
0.0008	194.5455	2140	0.0015	0.8585	0.8894	0.9994	0.7789	0.7175
0.0007	195.4545	2150	0.0015	0.8592	0.8905	0.9994	0.7811	0.7189
0.001	196.3636	2160	0.0015	0.8588	0.8900	0.9994	0.7802	0.7182
0.0007	197.2727	2170	0.0015	0.8578	0.8889	0.9994	0.7780	0.7161
0.0008	198.1818	2180	0.0015	0.8573	0.8882	0.9994	0.7765	0.7152
0.0016	199.0909	2190	0.0015	0.8577	0.8889	0.9994	0.7780	0.7159
0.001	200.0	2200	0.0015	0.8569	0.8876	0.9994	0.7754	0.7144

Framework versions

• Transformers 4.55.4
• Pytorch 2.8.0+cu126
• Datasets 4.0.0
• Tokenizers 0.21.4