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BiSeNet based on pytorch
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The performance on CityScape dataset #24

Open Jingchensun opened 5 years ago

Jingchensun commented 5 years ago

1.Have you trained your model on CItyscape dataset? When I change the dataset from Camvid to Cityscape, run the train.py, i get an error like this: epoch 0, lr 0.001000: 0%| | 0/744 [00:00<?, ?it/s]Traceback (most recent call last): File "train.py", line 206, in <module> main(params) File "train.py", line 187, in main train(args, model, optimizer, dataloader_train, dataloader_val, csv_path) File "train.py", line 86, in train for i,(data, label) in enumerate(dataloader_train): File "/home/sunjingchen/miniconda3/envs/pytorch041/lib/python3.6/site-packages/torch/utils/data/dataloader.py", line 336, in __next__ return self._process_next_batch(batch) File "/home/sunjingchen/miniconda3/envs/pytorch041/lib/python3.6/site-packages/torch/utils/data/dataloader.py", line 357, in _process_next_batch raise batch.exc_type(batch.exc_msg) ValueError: Traceback (most recent call last): File "/home/sunjingchen/miniconda3/envs/pytorch041/lib/python3.6/site-packages/torch/utils/data/dataloader.py", line 106, in _worker_loop samples = collate_fn([dataset[i] for i in batch_indices]) File "/home/sunjingchen/miniconda3/envs/pytorch041/lib/python3.6/site-packages/torch/utils/data/dataloader.py", line 106, in <listcomp> samples = collate_fn([dataset[i] for i in batch_indices]) File "/home/sunjingchen/BiSeNet-City/dataset/CamVid.py", line 81, in __getitem__ label = one_hot_it(label, self.label_info).astype(np.uint8) File "/home/sunjingchen/BiSeNet-City/utils.py", line 44, in one_hot_it equality = np.equal(label, color) ValueError: operands could not be broadcast together with shapes (640,640,4) (3,)

Could you tell me what's the reason of this error? I think maybe is the format of Camvid dataset is different from Cityscape dataset.

2.Have you tested the speed of BiSeNet on Camvid, Is it near to105FPS?

Thank you very much!

lixhere commented 1 year ago

May I know how to test speed (fps)?Thank you!