glpn-nyu-finetuned-diode-230131-041708

This model is a fine-tuned version of vinvino02/glpn-nyu on the diode-subset dataset.
It achieves the following results on the evaluation set:

• Loss: 0.4425
• Mae: 0.4270
• Rmse: 0.6196
• Abs Rel: 0.4543
• Log Mae: 0.1732
• Log Rmse: 0.2288
• Delta1: 0.3787
• Delta2: 0.6298
• Delta3: 0.8083

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: 0.0003
• train_batch_size: 24
• eval_batch_size: 48
• seed: 2022
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 100
• mixed_precision_training: Native AMP

Training results

Training LossEpochStepValidation LossMaeRmseAbs RelLog MaeLog RmseDelta1Delta2Delta30.52761.0720.47010.45900.63480.49830.19030.23930.31690.55440.76610.45952.01440.48670.46900.63690.55880.19560.24830.30900.52690.75320.48023.02160.48540.46480.63440.55810.19350.24750.31350.53550.75310.45664.02880.47090.45590.67560.42230.18900.25160.36680.63290.76960.49165.03600.48350.45550.63430.53020.18810.24470.34350.57160.74370.48226.04320.47560.45850.63010.52640.18940.24140.32380.56280.74350.45887.05040.46550.44810.65090.44250.18430.24130.34980.61570.78090.42148.05760.48690.47060.63910.56690.19610.25000.30330.53880.73710.4269.06480.48350.46790.64720.51170.19510.24860.32160.54740.73990.413510.07200.46210.44390.62870.48030.18250.23650.34510.58870.78780.377811.07920.47560.45660.63370.51740.18920.24310.32970.55600.76900.42612.08640.45420.43620.62190.46210.17790.23030.35720.60830.78350.428213.09360.45140.43060.61950.46780.17540.23070.36610.62280.80830.404514.010080.45750.43900.63150.45300.17940.23430.36410.61280.77870.435115.010800.46690.43730.64230.43220.17960.24230.39170.62330.78500.400116.011520.45400.43560.63310.43360.17670.23200.39190.61320.77320.374117.012240.48900.46450.63610.57070.19260.24940.32530.54690.73860.412818.012960.48150.45930.63280.55110.18990.24570.33020.55710.74710.380919.013680.50020.47680.64250.60610.19910.25600.31050.52220.71180.408920.014400.45030.43110.64490.40810.17520.23700.41470.64450.78230.361221.015120.45410.42800.62150.45430.17350.23020.38230.62910.79680.366422.015840.44250.42510.63470.39700.17170.23000.41810.63740.78600.378723.016560.47220.44770.63780.48680.18460.24320.35410.60410.77330.418424.017280.47490.45060.63030.53290.18570.24340.34650.57520.76980.392825.018000.46460.44850.63950.47440.18470.24070.35280.59460.78160.370426.018720.44920.43400.63310.43440.17650.23260.37780.63140.79160.346227.019440.44670.43070.63140.42960.17510.23170.38400.63590.79830.380828.020160.47580.46220.63310.52360.19130.24250.32300.54390.74380.364129.020880.46090.44520.63150.45450.18240.23390.34840.59340.77160.360230.021600.45460.44130.62300.47290.18040.23180.35150.59440.77780.363831.022320.44980.43400.62450.44490.17640.22960.37250.60790.79230.369932.023040.44720.43050.62280.45680.17500.23070.37570.62390.80000.380533.023760.46470.44390.63250.48750.18230.23920.36090.59210.78330.345434.024480.46400.44420.62760.50080.18200.23760.35730.58650.78660.345235.025200.46460.44540.62760.49660.18270.23740.34890.59130.77260.350936.025920.45220.43940.62590.46050.17990.23210.35340.60010.79440.343237.026640.46560.44840.62900.50670.18410.23900.34870.58020.76870.38138.027360.46300.44050.62870.49700.18070.23870.35650.60670.79070.359139.028080.46370.44520.62690.49950.18250.23740.34870.59660.76540.382640.028800.47230.45270.63070.52790.18670.24210.33380.57450.77130.358541.029520.44850.43060.62380.44700.17490.22970.37360.62510.79950.351842.030240.43690.42290.62930.41110.17010.22770.40040.65630.80090.35943.030960.45450.43480.62740.46070.17770.23380.35920.62370.80000.327444.031680.45950.43590.62780.47810.17790.23570.37290.60930.79800.336845.032400.46170.44340.62530.50010.18190.23680.34000.59660.79530.363846.033120.46340.43800.62640.49250.17940.23710.35760.61580.79070.369847.033840.45590.43430.62230.48900.17760.23460.35790.61030.81100.339248.034560.46460.44770.62670.50290.18370.23740.34510.57980.76650.354849.035280.45980.43940.62450.48850.17930.23510.36470.60160.78150.337550.036000.44410.42710.62260.44870.17290.22930.38080.63540.80750.331551.036720.46130.44030.62920.48680.18050.23730.36300.60160.79050.331352.037440.44450.43070.64420.41080.17460.23420.39420.65770.79320.337253.038160.44560.42580.62690.44040.17200.23080.39240.64890.80270.328554.038880.45260.43480.62410.47230.17720.23280.36150.61600.80270.347455.039600.44980.43690.62580.45950.17820.23150.36170.60700.79780.334956.040320.46130.44280.63070.48580.18190.23760.35230.60120.78750.320757.041040.44760.43420.62300.45000.17650.22890.36580.61510.79100.339958.041760.46000.44130.62480.49400.18120.23600.35310.59540.78140.332759.042480.44630.43390.62150.45700.17700.22940.35900.60690.80630.321560.043200.44820.43170.62030.45950.17560.22950.36980.61540.80340.327661.043920.44060.42180.61920.43700.17050.22680.38780.64250.81110.317962.044640.45300.43310.62170.47650.17640.23270.36600.61210.80680.312963.045360.46140.43980.62630.50020.18030.23780.35290.60230.79740.335464.046080.45380.43740.62340.47770.17880.23330.35650.60130.79950.326165.046800.43670.42580.62830.42490.17240.22910.38610.64840.80260.311466.047520.45650.43660.62250.48520.17800.23340.36470.60730.79390.337767.048240.45190.43080.61850.47710.17550.23140.36810.61750.80790.326668.048960.43720.42160.61670.43450.17020.22450.38500.63920.81630.334769.049680.43430.41930.61790.43180.16900.22520.38900.65570.81140.320770.050400.44260.42690.61800.44650.17280.22660.38100.62960.80380.331371.051120.43620.42340.61770.43600.17120.22520.37770.63860.81330.32672.051840.43920.42510.61820.44310.17230.22650.37830.63560.80880.314173.052560.45320.43850.62140.48180.17960.23270.35130.59810.80440.330174.053280.45360.43610.62300.48080.17830.23330.35850.60970.80370.319475.054000.45010.43350.62160.46980.17650.23120.36230.61640.80330.307176.054720.44550.43100.62010.45980.17510.22920.36250.62310.80870.317477.055440.44720.43160.62190.46250.17560.23070.36540.62560.80220.317178.056160.44610.43050.62040.46140.17500.22980.36630.62630.80520.324479.056880.45010.43280.62260.47250.17650.23240.36110.62330.80830.318880.057600.44270.42800.61990.45070.17350.22810.37570.63070.80540.321281.058320.43830.42220.61960.43650.17020.22660.38750.64760.80930.323482.059040.44340.42780.62160.44790.17350.22880.37280.63370.80640.302483.059760.45020.43310.62140.47280.17640.23170.36450.61920.80700.314584.060480.44090.42580.61990.44750.17260.22800.37780.63570.80750.32985.061200.44910.43020.62210.47100.17490.23220.37550.62460.80650.303486.061920.45040.43210.62410.46990.17570.23250.37670.62170.80350.307487.062640.43730.42240.61880.43960.17060.22670.38780.64390.81070.308988.063360.43790.42350.61910.44020.17090.22660.38930.64100.80890.299589.064080.44480.42920.61930.45970.17440.22920.37400.62250.80650.324890.064800.44130.42790.62270.44940.17320.22830.37660.63050.81000.320391.065520.44450.42900.62130.45680.17400.22950.37540.62900.80850.310992.066240.44520.42950.62030.45970.17440.22970.37490.62450.80350.324193.066960.44190.42580.61900.45330.17250.22850.38330.63130.80920.307894.067680.44460.42780.62010.45970.17360.22970.37780.62840.80970.314195.068400.44660.43050.62080.46600.17490.23060.37200.62330.80580.319896.069120.44400.42750.61940.45840.17360.22930.37740.62790.80880.397.069840.44260.42690.61920.45450.17310.22870.37700.63020.80910.309698.070560.44330.42740.61970.45680.17350.22920.37650.62960.80880.331799.071280.43940.42440.61960.44480.17160.22760.38440.63740.80960.3132100.072000.44250.42700.61960.45430.17320.22880.37870.62980.8083