--- license: other base_model: nvidia/mit-b0 tags: - generated_from_trainer datasets: - scene_parse_150 model-index: - name: segformer-b0-scene-parse-150 results: [] --- # segformer-b0-scene-parse-150 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the scene_parse_150 dataset. It achieves the following results on the evaluation set: - Loss: 3.3973 - Mean Iou: 0.0680 - Mean Accuracy: 0.1186 - Overall Accuracy: 0.4426 - Per Category Iou: [0.2999132601380852, 0.4630614571324311, 0.8494943128957715, 0.14233739316477417, 0.39192816320128615, 0.1455819287922609, 0.44671787744534813, 0.0, 0.0, nan, nan, 0.0032424974129010003, 0.43662592045927145, 0.0045309713818001114, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.2720583194314313, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.010599892464859052, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] - Per Category Accuracy: [0.502569255269595, 0.8807004182609924, 0.9985712521828092, 0.7670389719570048, 0.5324006381318397, 0.30651723142339693, 0.47333836617082586, 0.0, 0.0, nan, nan, 0.16327543424317617, 0.8831689374195889, 0.01110156138089099, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.2820956352779489, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.011447532144338449, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] ## 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: 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 | Per Category Iou | Per Category Accuracy | 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| 4.5925 | 4.0 | 20 | 4.7720 | 0.0212 | 0.0672 | 0.3206 | [0.11976851134191081, 0.38334117506478765, 0.6040252306121705, 0.09018609898295743, 0.48270596399084187, 0.0041055656732601345, 0.4418798753005824, 0.0, 9.62741888899586e-06, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.04351231577862517, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.00794912559618442, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0016854755972446139, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0] | [0.14132001434002942, 0.630511555918608, 0.9740532340853368, 0.3144328349246382, 0.6187881354352267, 0.010236489146696764, 0.5207072908802858, 0.0, 0.003861003861003861, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.05002132600350694, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.02336448598130841, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0030690195816792873, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | | 4.2481 | 8.0 | 40 | 4.3452 | 0.0347 | 0.0848 | 0.4225 | [0.31878797999758784, 0.3811269539171945, 0.6125681433787502, 0.08831500428589667, 0.5583576813577318, 0.007361977551235384, 0.3466478934916281, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.18248530126873258, 0.0, 0.0019590256797583083, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan] | [0.4189971246777761, 0.7502594937875038, 0.9923388542971208, 0.36347805200264216, 0.7955181625212067, 0.03301923935011418, 0.6060192027560102, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.19563053883702194, nan, 0.0019590256797583083, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | | 3.9512 | 12.0 | 60 | 3.7972 | 0.0477 | 0.0939 | 0.4628 | [0.32868958391339964, 0.4267475938107196, 0.7696097319315242, 0.10632746554744663, 0.5287313644955446, 0.016014532738962497, 0.4332043043627807, 0.0, 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0.19224207383536326, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0033181252592285357, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | | 3.3322 | 16.0 | 80 | 3.5456 | 0.0613 | 0.1018 | 0.4809 | [0.3083296322955113, 0.4604564042023073, 0.8584488957370313, 0.12119443363536976, 0.4930589109160795, 0.00017254443019077412, 0.6028061720507764, 0.0, 0.0, nan, nan, 0.0, 0.24008937120970317, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.25236198592071135, 0.0, 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nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | | 3.3947 | 20.0 | 100 | 3.5717 | 0.0694 | 0.1101 | 0.4864 | [0.334452369892911, 0.5539576222863141, 0.7892230541235303, 0.11641931562092278, 0.4948702047566203, 0.012397172981114587, 0.48957001052619664, 0.0, 0.0, nan, nan, 0.0002263540824575586, 0.47844428154520685, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.38967309741827433, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.016493337666558337, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 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nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | | 3.3618 | 24.0 | 120 | 3.3814 | 0.0714 | 0.1169 | 0.4911 | [0.310456832329434, 0.46519434656754766, 0.8779938790645205, 0.1255508255583059, 0.48867630450309085, 0.07450525176937295, 0.6471261092566962, 0.0, 0.0, nan, nan, 0.0005998018046210817, 0.45734176315976416, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.19894345620719478, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.06418342361059583, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | | 2.8213 | 40.0 | 200 | 3.3428 | 0.0665 | 0.1213 | 0.4634 | [0.3223505876166847, 0.4981345007728367, 0.8518527818091426, 0.13781940529235245, 0.45572528779428917, 0.14172438691733746, 0.46409354040751793, 0.0, 0.0, nan, nan, 0.0031949295045919025, 0.4365871703006675, 0.004470363521833662, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.2320277752564219, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.04314363945829942, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 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0.0, nan, nan, nan, nan, nan, nan, nan, nan] | | 2.934 | 44.0 | 220 | 3.1534 | 0.0663 | 0.1190 | 0.4639 | [0.3073402436124139, 0.46043491585157187, 0.884316458140858, 0.1158555133079848, 0.4147496045795597, 0.1871375072667541, 0.5523209455179557, 0.0, 0.0, nan, nan, 0.002945334590009425, 0.45775478239445294, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.07021946542295035, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.05956785555719994, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | [0.4632975726817562, 0.8858657265518957, 0.9961253299937088, 0.6861376328589444, 0.588732551914795, 0.36331662248352975, 0.7880626056630055, 0.0, 0.0, nan, nan, 0.062034739454094295, 0.8580806914525121, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.07028102933510261, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.06677727084197428, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | | 2.8191 | 48.0 | 240 | 3.3973 | 0.0680 | 0.1186 | 0.4426 | [0.2999132601380852, 0.4630614571324311, 0.8494943128957715, 0.14233739316477417, 0.39192816320128615, 0.1455819287922609, 0.44671787744534813, 0.0, 0.0, nan, nan, 0.0032424974129010003, 0.43662592045927145, 0.0045309713818001114, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.2720583194314313, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.010599892464859052, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | [0.502569255269595, 0.8807004182609924, 0.9985712521828092, 0.7670389719570048, 0.5324006381318397, 0.30651723142339693, 0.47333836617082586, 0.0, 0.0, nan, nan, 0.16327543424317617, 0.8831689374195889, 0.01110156138089099, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.2820956352779489, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.011447532144338449, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | ### Framework versions - Transformers 4.33.1 - Pytorch 2.0.1 - Datasets 2.14.5 - Tokenizers 0.13.3