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# segformer-b1-from-scratch-run1

This model is a fine-tuned version of [](https://huggingface.co/) on the samitizerxu/kelp_data_rgbaa_swin_nir dataset.
It achieves the following results on the evaluation set:
- Iou Kelp: 0.0067
- Loss: 0.9872

## 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: 0.1
- train_batch_size: 22
- eval_batch_size: 22
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- num_epochs: 40

### Training results

| Training Loss | Epoch | Step | Iou Kelp | Validation Loss |
|:-------------:|:-----:|:----:|:--------:|:---------------:|
| 0.9999        | 0.15  | 30   | 0.0067   | 0.9872          |
| 1.0           | 0.29  | 60   | 0.0067   | 0.9872          |
| 0.9933        | 0.44  | 90   | 0.0067   | 0.9872          |
| 0.998         | 0.59  | 120  | 0.0067   | 0.9872          |
| 1.0           | 0.73  | 150  | 0.0067   | 0.9872          |
| 0.9998        | 0.88  | 180  | 0.0067   | 0.9872          |
| 0.9998        | 1.02  | 210  | 0.0067   | 0.9872          |
| 1.0           | 1.17  | 240  | 0.0082   | 0.9861          |
| 0.9976        | 1.32  | 270  | 0.0069   | 0.9869          |
| 0.9995        | 1.46  | 300  | 0.0070   | 0.9868          |
| 0.9967        | 1.61  | 330  | 0.0067   | 0.9872          |
| 0.9945        | 1.76  | 360  | 0.0067   | 0.9872          |
| 1.0           | 1.9   | 390  | 0.0067   | 0.9872          |
| 0.9992        | 2.05  | 420  | 0.0067   | 0.9872          |
| 0.9991        | 2.2   | 450  | 0.0067   | 0.9872          |
| 0.997         | 2.34  | 480  | 0.0067   | 0.9872          |
| 0.999         | 2.49  | 510  | 0.0067   | 0.9872          |
| 0.9999        | 2.63  | 540  | 0.0067   | 0.9872          |
| 0.9991        | 2.78  | 570  | 0.0067   | 0.9872          |
| 0.9987        | 2.93  | 600  | 0.0067   | 0.9872          |
| 0.9999        | 3.07  | 630  | 0.0067   | 0.9872          |
| 0.9983        | 3.22  | 660  | 0.0067   | 0.9872          |
| 0.9973        | 3.37  | 690  | 0.0067   | 0.9872          |
| 0.9987        | 3.51  | 720  | 0.0067   | 0.9872          |
| 0.9915        | 3.66  | 750  | 0.0067   | 0.9872          |
| 0.9984        | 3.8   | 780  | 0.0067   | 0.9872          |
| 0.9992        | 3.95  | 810  | 0.0067   | 0.9872          |
| 0.9993        | 4.1   | 840  | 0.0067   | 0.9872          |
| 1.0           | 4.24  | 870  | 0.0067   | 0.9872          |
| 0.9998        | 4.39  | 900  | 0.0067   | 0.9872          |
| 0.9999        | 4.54  | 930  | 0.0067   | 0.9872          |
| 0.9995        | 4.68  | 960  | 0.0067   | 0.9872          |
| 0.998         | 4.83  | 990  | 0.0067   | 0.9872          |
| 0.9989        | 4.98  | 1020 | 0.0067   | 0.9872          |
| 0.9975        | 5.12  | 1050 | 0.0067   | 0.9872          |
| 0.9993        | 5.27  | 1080 | 0.0067   | 0.9872          |
| 0.9971        | 5.41  | 1110 | 0.0067   | 0.9872          |
| 0.9944        | 5.56  | 1140 | 0.0067   | 0.9872          |
| 0.9967        | 5.71  | 1170 | 0.0067   | 0.9872          |
| 0.9986        | 5.85  | 1200 | 0.0067   | 0.9872          |
| 0.9994        | 6.0   | 1230 | 0.0067   | 0.9872          |
| 0.9997        | 6.15  | 1260 | 0.0067   | 0.9872          |
| 0.9998        | 6.29  | 1290 | 0.0067   | 0.9872          |
| 0.999         | 6.44  | 1320 | 0.0067   | 0.9872          |
| 0.9996        | 6.59  | 1350 | 0.0067   | 0.9872          |
| 1.0           | 6.73  | 1380 | 0.0067   | 0.9872          |
| 0.9999        | 6.88  | 1410 | 0.0067   | 0.9872          |
| 0.9933        | 7.02  | 1440 | 0.0067   | 0.9872          |
| 0.998         | 7.17  | 1470 | 0.0067   | 0.9872          |
| 0.9968        | 7.32  | 1500 | 0.0067   | 0.9872          |
| 0.997         | 7.46  | 1530 | 0.0067   | 0.9872          |
| 0.9981        | 7.61  | 1560 | 0.0067   | 0.9872          |
| 0.9992        | 7.76  | 1590 | 0.0067   | 0.9872          |
| 0.9999        | 7.9   | 1620 | 0.0067   | 0.9872          |
| 0.9964        | 8.05  | 1650 | 0.0067   | 0.9872          |
| 0.9999        | 8.2   | 1680 | 0.0067   | 0.9872          |
| 0.9941        | 8.34  | 1710 | 0.0067   | 0.9872          |
| 0.9963        | 8.49  | 1740 | 0.0067   | 0.9872          |
| 0.998         | 8.63  | 1770 | 0.0067   | 0.9872          |
| 0.9989        | 8.78  | 1800 | 0.0067   | 0.9872          |
| 1.0           | 8.93  | 1830 | 0.0067   | 0.9872          |
| 1.0           | 9.07  | 1860 | 0.0067   | 0.9872          |
| 0.9974        | 9.22  | 1890 | 0.0067   | 0.9872          |
| 0.9989        | 9.37  | 1920 | 0.0067   | 0.9872          |
| 0.9989        | 9.51  | 1950 | 0.0067   | 0.9872          |
| 0.996         | 9.66  | 1980 | 0.0067   | 0.9872          |
| 0.9995        | 9.8   | 2010 | 0.0067   | 0.9872          |
| 0.9973        | 9.95  | 2040 | 0.0067   | 0.9872          |
| 0.9957        | 10.1  | 2070 | 0.0067   | 0.9872          |
| 0.9996        | 10.24 | 2100 | 0.0067   | 0.9872          |
| 1.0           | 10.39 | 2130 | 0.0067   | 0.9872          |
| 0.9967        | 10.54 | 2160 | 0.0067   | 0.9872          |
| 0.9989        | 10.68 | 2190 | 0.0067   | 0.9872          |
| 0.9989        | 10.83 | 2220 | 0.0067   | 0.9872          |
| 0.9994        | 10.98 | 2250 | 0.0067   | 0.9872          |
| 0.9992        | 11.12 | 2280 | 0.0067   | 0.9872          |
| 0.9973        | 11.27 | 2310 | 0.0067   | 0.9872          |
| 0.9993        | 11.41 | 2340 | 0.0067   | 0.9872          |
| 0.9973        | 11.56 | 2370 | 0.0067   | 0.9872          |
| 0.9996        | 11.71 | 2400 | 0.0067   | 0.9872          |
| 1.0           | 11.85 | 2430 | 0.0067   | 0.9872          |
| 0.9989        | 12.0  | 2460 | 0.0067   | 0.9872          |
| 1.0           | 12.15 | 2490 | 0.0067   | 0.9872          |
| 0.9987        | 12.29 | 2520 | 0.0067   | 0.9872          |
| 0.9914        | 12.44 | 2550 | 0.0067   | 0.9872          |
| 0.9974        | 12.59 | 2580 | 0.0067   | 0.9872          |
| 1.0           | 12.73 | 2610 | 0.0067   | 0.9872          |
| 0.999         | 12.88 | 2640 | 0.0067   | 0.9872          |
| 1.0           | 13.02 | 2670 | 0.0067   | 0.9872          |
| 0.9991        | 13.17 | 2700 | 0.0067   | 0.9872          |
| 0.9979        | 13.32 | 2730 | 0.0067   | 0.9872          |
| 1.0           | 13.46 | 2760 | 0.0067   | 0.9872          |
| 0.9973        | 13.61 | 2790 | 0.0067   | 0.9872          |
| 0.9995        | 13.76 | 2820 | 0.0067   | 0.9872          |
| 0.9973        | 13.9  | 2850 | 0.0067   | 0.9872          |
| 0.9961        | 14.05 | 2880 | 0.0067   | 0.9872          |
| 0.9907        | 14.2  | 2910 | 0.0067   | 0.9872          |
| 0.9984        | 14.34 | 2940 | 0.0067   | 0.9872          |
| 0.9986        | 14.49 | 2970 | 0.0067   | 0.9872          |
| 0.9935        | 14.63 | 3000 | 0.0067   | 0.9872          |
| 0.998         | 14.78 | 3030 | 0.0067   | 0.9872          |
| 0.9982        | 14.93 | 3060 | 0.0067   | 0.9872          |
| 0.9956        | 15.07 | 3090 | 0.0067   | 0.9872          |
| 0.9991        | 15.22 | 3120 | 0.0067   | 0.9872          |
| 0.9985        | 15.37 | 3150 | 0.0067   | 0.9872          |
| 0.9958        | 15.51 | 3180 | 0.0067   | 0.9872          |
| 0.9998        | 15.66 | 3210 | 0.0067   | 0.9872          |
| 0.9972        | 15.8  | 3240 | 0.0067   | 0.9872          |
| 0.9996        | 15.95 | 3270 | 0.0067   | 0.9872          |
| 0.9965        | 16.1  | 3300 | 0.0067   | 0.9872          |
| 0.9983        | 16.24 | 3330 | 0.0067   | 0.9872          |
| 0.9993        | 16.39 | 3360 | 0.0067   | 0.9872          |
| 0.9962        | 16.54 | 3390 | 0.0067   | 0.9872          |
| 0.9985        | 16.68 | 3420 | 0.0067   | 0.9872          |
| 0.9998        | 16.83 | 3450 | 0.0067   | 0.9872          |
| 0.9993        | 16.98 | 3480 | 0.0067   | 0.9872          |
| 0.9993        | 17.12 | 3510 | 0.0067   | 0.9872          |
| 0.9998        | 17.27 | 3540 | 0.0067   | 0.9872          |
| 1.0           | 17.41 | 3570 | 0.0067   | 0.9872          |
| 0.9999        | 17.56 | 3600 | 0.0067   | 0.9872          |
| 0.9993        | 17.71 | 3630 | 0.0067   | 0.9872          |
| 0.999         | 17.85 | 3660 | 0.0067   | 0.9872          |
| 0.9975        | 18.0  | 3690 | 0.0067   | 0.9872          |
| 0.9993        | 18.15 | 3720 | 0.0067   | 0.9872          |
| 1.0           | 18.29 | 3750 | 0.0067   | 0.9872          |
| 0.9983        | 18.44 | 3780 | 0.0067   | 0.9872          |
| 0.9994        | 18.59 | 3810 | 0.0067   | 0.9872          |
| 0.9993        | 18.73 | 3840 | 0.0067   | 0.9872          |
| 0.9982        | 18.88 | 3870 | 0.0067   | 0.9872          |
| 0.9997        | 19.02 | 3900 | 0.0067   | 0.9872          |
| 0.9955        | 19.17 | 3930 | 0.0067   | 0.9872          |
| 0.9992        | 19.32 | 3960 | 0.0067   | 0.9872          |
| 0.9592        | 19.46 | 3990 | 0.0067   | 0.9872          |
| 0.9897        | 19.61 | 4020 | 0.0067   | 0.9872          |
| 0.9994        | 19.76 | 4050 | 0.0067   | 0.9872          |
| 0.9989        | 19.9  | 4080 | 0.0067   | 0.9872          |
| 0.9995        | 20.05 | 4110 | 0.0067   | 0.9872          |
| 0.9995        | 20.2  | 4140 | 0.0067   | 0.9872          |
| 0.9938        | 20.34 | 4170 | 0.0067   | 0.9872          |
| 0.9987        | 20.49 | 4200 | 0.0067   | 0.9872          |
| 0.9999        | 20.63 | 4230 | 0.0067   | 0.9872          |
| 0.9994        | 20.78 | 4260 | 0.0067   | 0.9872          |
| 0.9954        | 20.93 | 4290 | 0.0067   | 0.9872          |
| 0.9975        | 21.07 | 4320 | 0.0067   | 0.9872          |
| 0.9997        | 21.22 | 4350 | 0.0067   | 0.9872          |
| 0.9978        | 21.37 | 4380 | 0.0067   | 0.9872          |
| 0.9994        | 21.51 | 4410 | 0.0067   | 0.9872          |
| 0.9985        | 21.66 | 4440 | 0.0067   | 0.9872          |
| 0.9998        | 21.8  | 4470 | 0.0067   | 0.9872          |
| 0.998         | 21.95 | 4500 | 0.0067   | 0.9872          |
| 0.9983        | 22.1  | 4530 | 0.0067   | 0.9872          |
| 0.9989        | 22.24 | 4560 | 0.0067   | 0.9872          |
| 0.9973        | 22.39 | 4590 | 0.0067   | 0.9872          |
| 0.9961        | 22.54 | 4620 | 0.0067   | 0.9872          |
| 0.9984        | 22.68 | 4650 | 0.0067   | 0.9872          |
| 1.0           | 22.83 | 4680 | 0.0067   | 0.9872          |
| 0.9949        | 22.98 | 4710 | 0.0067   | 0.9872          |
| 0.9989        | 23.12 | 4740 | 0.0067   | 0.9872          |
| 0.9998        | 23.27 | 4770 | 0.0067   | 0.9872          |
| 0.9999        | 23.41 | 4800 | 0.0067   | 0.9872          |
| 0.9996        | 23.56 | 4830 | 0.0067   | 0.9872          |
| 0.9974        | 23.71 | 4860 | 0.0067   | 0.9872          |
| 0.9997        | 23.85 | 4890 | 0.0067   | 0.9872          |
| 0.9999        | 24.0  | 4920 | 0.0067   | 0.9872          |
| 0.9962        | 24.15 | 4950 | 0.0067   | 0.9872          |
| 0.9996        | 24.29 | 4980 | 0.0067   | 0.9872          |
| 0.9999        | 24.44 | 5010 | 0.0067   | 0.9872          |
| 0.9973        | 24.59 | 5040 | 0.0067   | 0.9872          |
| 0.9996        | 24.73 | 5070 | 0.0067   | 0.9872          |
| 0.9995        | 24.88 | 5100 | 0.0067   | 0.9872          |
| 0.9999        | 25.02 | 5130 | 0.0067   | 0.9872          |
| 0.9988        | 25.17 | 5160 | 0.0067   | 0.9872          |
| 1.0           | 25.32 | 5190 | 0.0067   | 0.9872          |
| 1.0           | 25.46 | 5220 | 0.0067   | 0.9872          |
| 0.9996        | 25.61 | 5250 | 0.0067   | 0.9872          |
| 0.9965        | 25.76 | 5280 | 0.0067   | 0.9872          |
| 0.9976        | 25.9  | 5310 | 0.0067   | 0.9872          |
| 1.0           | 26.05 | 5340 | 0.0067   | 0.9872          |
| 0.9989        | 26.2  | 5370 | 0.0067   | 0.9872          |
| 0.9996        | 26.34 | 5400 | 0.0067   | 0.9872          |
| 0.9998        | 26.49 | 5430 | 0.0067   | 0.9872          |
| 1.0           | 26.63 | 5460 | 0.0067   | 0.9872          |
| 0.9996        | 26.78 | 5490 | 0.0067   | 0.9872          |
| 0.9972        | 26.93 | 5520 | 0.0067   | 0.9872          |
| 0.9984        | 27.07 | 5550 | 0.0067   | 0.9872          |
| 0.9961        | 27.22 | 5580 | 0.0067   | 0.9872          |
| 1.0           | 27.37 | 5610 | 0.0067   | 0.9872          |
| 0.9977        | 27.51 | 5640 | 0.0067   | 0.9872          |
| 0.9969        | 27.66 | 5670 | 0.0067   | 0.9872          |
| 0.9971        | 27.8  | 5700 | 0.0067   | 0.9872          |
| 0.9986        | 27.95 | 5730 | 0.0067   | 0.9872          |
| 0.9995        | 28.1  | 5760 | 0.0067   | 0.9872          |
| 0.9992        | 28.24 | 5790 | 0.0067   | 0.9872          |
| 0.9976        | 28.39 | 5820 | 0.0067   | 0.9872          |
| 0.9994        | 28.54 | 5850 | 0.0067   | 0.9872          |
| 0.998         | 28.68 | 5880 | 0.0067   | 0.9872          |
| 0.9952        | 28.83 | 5910 | 0.0067   | 0.9872          |
| 0.9998        | 28.98 | 5940 | 0.0067   | 0.9872          |
| 0.9937        | 29.12 | 5970 | 0.0067   | 0.9872          |
| 0.9989        | 29.27 | 6000 | 0.0067   | 0.9872          |
| 0.9993        | 29.41 | 6030 | 0.0067   | 0.9872          |
| 0.9989        | 29.56 | 6060 | 0.0067   | 0.9872          |
| 0.999         | 29.71 | 6090 | 0.0067   | 0.9872          |
| 0.9939        | 29.85 | 6120 | 0.0067   | 0.9872          |
| 1.0           | 30.0  | 6150 | 0.0067   | 0.9872          |
| 0.9996        | 30.15 | 6180 | 0.0067   | 0.9872          |
| 0.9994        | 30.29 | 6210 | 0.0067   | 0.9872          |
| 0.999         | 30.44 | 6240 | 0.0067   | 0.9872          |
| 1.0           | 30.59 | 6270 | 0.0067   | 0.9872          |
| 0.9956        | 30.73 | 6300 | 0.0067   | 0.9872          |
| 0.9971        | 30.88 | 6330 | 0.0067   | 0.9872          |
| 0.9985        | 31.02 | 6360 | 0.0067   | 0.9872          |
| 1.0           | 31.17 | 6390 | 0.0067   | 0.9872          |
| 0.9987        | 31.32 | 6420 | 0.0067   | 0.9872          |
| 0.9992        | 31.46 | 6450 | 0.0067   | 0.9872          |
| 0.9996        | 31.61 | 6480 | 0.0067   | 0.9872          |
| 0.9998        | 31.76 | 6510 | 0.0067   | 0.9872          |
| 0.9989        | 31.9  | 6540 | 0.0067   | 0.9872          |
| 1.0           | 32.05 | 6570 | 0.0067   | 0.9872          |
| 0.9966        | 32.2  | 6600 | 0.0067   | 0.9872          |
| 0.9994        | 32.34 | 6630 | 0.0067   | 0.9872          |
| 0.9987        | 32.49 | 6660 | 0.0067   | 0.9872          |
| 0.9993        | 32.63 | 6690 | 0.0067   | 0.9872          |
| 0.9971        | 32.78 | 6720 | 0.0067   | 0.9872          |
| 0.9971        | 32.93 | 6750 | 0.0067   | 0.9872          |
| 0.9929        | 33.07 | 6780 | 0.0067   | 0.9872          |
| 0.9997        | 33.22 | 6810 | 0.0067   | 0.9872          |
| 0.9978        | 33.37 | 6840 | 0.0067   | 0.9872          |
| 1.0           | 33.51 | 6870 | 0.0067   | 0.9872          |
| 0.9991        | 33.66 | 6900 | 0.0067   | 0.9872          |
| 0.9971        | 33.8  | 6930 | 0.0067   | 0.9872          |
| 0.9999        | 33.95 | 6960 | 0.0067   | 0.9872          |
| 0.9999        | 34.1  | 6990 | 0.0067   | 0.9872          |
| 0.9997        | 34.24 | 7020 | 0.0067   | 0.9872          |
| 1.0           | 34.39 | 7050 | 0.0067   | 0.9872          |
| 0.9986        | 34.54 | 7080 | 0.0067   | 0.9872          |
| 0.9996        | 34.68 | 7110 | 0.0067   | 0.9872          |
| 0.9994        | 34.83 | 7140 | 0.0067   | 0.9872          |
| 0.9997        | 34.98 | 7170 | 0.0067   | 0.9872          |
| 0.9999        | 35.12 | 7200 | 0.0067   | 0.9872          |
| 0.9969        | 35.27 | 7230 | 0.0067   | 0.9872          |
| 1.0           | 35.41 | 7260 | 0.0067   | 0.9872          |
| 0.9984        | 35.56 | 7290 | 0.0067   | 0.9872          |
| 0.9961        | 35.71 | 7320 | 0.0067   | 0.9872          |
| 0.9988        | 35.85 | 7350 | 0.0067   | 0.9872          |
| 0.9985        | 36.0  | 7380 | 0.0067   | 0.9872          |
| 0.9997        | 36.15 | 7410 | 0.0067   | 0.9872          |
| 1.0           | 36.29 | 7440 | 0.0067   | 0.9872          |
| 0.9987        | 36.44 | 7470 | 0.0067   | 0.9872          |
| 0.9991        | 36.59 | 7500 | 0.0067   | 0.9872          |
| 0.9992        | 36.73 | 7530 | 0.0067   | 0.9872          |
| 0.9999        | 36.88 | 7560 | 0.0067   | 0.9872          |
| 0.9996        | 37.02 | 7590 | 0.0067   | 0.9872          |
| 0.9995        | 37.17 | 7620 | 0.0067   | 0.9872          |
| 0.9998        | 37.32 | 7650 | 0.0067   | 0.9872          |
| 0.9969        | 37.46 | 7680 | 0.0067   | 0.9872          |
| 0.9989        | 37.61 | 7710 | 0.0067   | 0.9872          |
| 0.9992        | 37.76 | 7740 | 0.0067   | 0.9872          |
| 0.9959        | 37.9  | 7770 | 0.0067   | 0.9872          |
| 0.9987        | 38.05 | 7800 | 0.0067   | 0.9872          |
| 0.998         | 38.2  | 7830 | 0.0067   | 0.9872          |
| 0.9992        | 38.34 | 7860 | 0.0067   | 0.9872          |
| 0.9992        | 38.49 | 7890 | 0.0067   | 0.9872          |
| 0.9993        | 38.63 | 7920 | 0.0067   | 0.9872          |
| 0.9997        | 38.78 | 7950 | 0.0067   | 0.9872          |
| 0.9976        | 38.93 | 7980 | 0.0067   | 0.9872          |
| 1.0           | 39.07 | 8010 | 0.0067   | 0.9872          |
| 0.9959        | 39.22 | 8040 | 0.0067   | 0.9872          |
| 0.9973        | 39.37 | 8070 | 0.0067   | 0.9872          |
| 0.9996        | 39.51 | 8100 | 0.0067   | 0.9872          |
| 1.0           | 39.66 | 8130 | 0.0067   | 0.9872          |
| 0.9986        | 39.8  | 8160 | 0.0067   | 0.9872          |
| 0.9999        | 39.95 | 8190 | 0.0067   | 0.9872          |


### Framework versions

- Transformers 4.37.1
- Pytorch 2.1.2
- Datasets 2.16.1
- Tokenizers 0.15.1

{"tags": ["vision", "image-segmentation", "generated_from_trainer"], "model-index": [{"name": "segformer-b1-from-scratch-run1", "results": []}]}
transformers safetensors segformer vision image-segmentation generated_from_trainer endpoints_compatible region:us