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xiaomoguhzz
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xiaomogu_pami_dataset

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Cannot extract the features (columns) for the split 'test' of the config 'default' of the dataset.
Error code:   FeaturesError
Exception:    ArrowInvalid
Message:      Schema at index 2 was different: 
metrics: struct<gaussian_noise: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, shot_noise: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, impulse_noise: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, defocus_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, glass_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, motion_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, zoom_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, snow: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, frost: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, fog: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, brightness: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, contrast: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, elastic_transform: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, pixelate: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, jpeg_compression: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>>
robustness_results: struct<P: struct<>, mPC: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, rPC: struct<>, corruption_avg: struct<gaussian_noise: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, shot_noise: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, impulse_noise: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, defocus_blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, glass_blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, motion_blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, zoom_blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, snow: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, frost: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, fog: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, brightness: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, contrast: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, elastic_transform: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, pixelate: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, jpeg_compression: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, category_mPC: struct<noise: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, weather: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, digital: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, detailed: struct<gaussian_noise: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, shot_noise: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, impulse_noise: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, defocus_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, glass_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, motion_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, zoom_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, snow: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, frost: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, fog: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, brightness: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, contrast: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, elastic_transform: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, pixelate: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, jpeg_compression: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>>>
vs
models: list<item: string>
mPC: struct<ClearCLIP: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, CLIPSelf: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>
category_mPC: struct<ClearCLIP: struct<noise: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, weather: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, digital: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, CLIPSelf: struct<noise: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, weather: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, digital: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>>
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 243, in compute_first_rows_from_streaming_response
                  iterable_dataset = iterable_dataset._resolve_features()
                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 3496, in _resolve_features
                  features = _infer_features_from_batch(self.with_format(None)._head())
                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2257, in _head
                  return next(iter(self.iter(batch_size=n)))
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2461, in iter
                  for key, example in iterator:
                                      ^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 1952, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 1974, in _iter_arrow
                  yield from self.ex_iterable._iter_arrow()
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 563, in _iter_arrow
                  yield new_key, pa.Table.from_batches(chunks_buffer)
                                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "pyarrow/table.pxi", line 5039, in pyarrow.lib.Table.from_batches
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Schema at index 2 was different: 
              metrics: struct<gaussian_noise: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, shot_noise: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, impulse_noise: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, defocus_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, glass_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, motion_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, zoom_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, snow: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, frost: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, fog: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, brightness: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, contrast: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, elastic_transform: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, pixelate: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, jpeg_compression: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>>
              robustness_results: struct<P: struct<>, mPC: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, rPC: struct<>, corruption_avg: struct<gaussian_noise: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, shot_noise: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, impulse_noise: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, defocus_blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, glass_blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, motion_blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, zoom_blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, snow: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, frost: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, fog: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, brightness: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, contrast: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, elastic_transform: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, pixelate: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, jpeg_compression: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, category_mPC: struct<noise: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, weather: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, digital: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, detailed: struct<gaussian_noise: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, shot_noise: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, impulse_noise: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, defocus_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, glass_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, motion_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, zoom_blur: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, snow: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, frost: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, fog: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, brightness: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, contrast: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, elastic_transform: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, pixelate: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, jpeg_compression: struct<1: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 2: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 3: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 4: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, 5: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>>>
              vs
              models: list<item: string>
              mPC: struct<ClearCLIP: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, CLIPSelf: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>
              category_mPC: struct<ClearCLIP: struct<noise: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, weather: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, digital: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>, CLIPSelf: struct<noise: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, blur: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, weather: struct<base_ap50: double, novel_ap50: double, all_ap50: double>, digital: struct<base_ap50: double, novel_ap50: double, all_ap50: double>>>

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DeCLIP 数据集标注文件

本目录包含 DeCLIP 项目使用的 COCO 数据集标注文件（仅标注，不含图片）。

📦 文件列表

核心标注 (coco_annotations_core.zip)

  • instances_train2017.json - COCO 实例分割标注（训练集）
  • instances_val2017.json - COCO 实例分割标注（验证集）
  • panoptic_train2017.json - COCO 全景分割标注（训练集）
  • panoptic_val2017.json - COCO 全景分割标注（验证集）
  • captions_train2017_tags_allcaps.json - COCO 描述标注

全景分割 PNG masks (coco_panoptic_masks.zip)

  • panoptic_train2017/ - 训练集全景分割 PNG masks (118,287 个文件)
  • panoptic_val2017/ - 验证集全景分割 PNG masks (5,000 个文件)

转换后标注 (coco_converted_annotations.zip)

  • png_coco_train2017.json - 转换为 PNG 格式的训练集标注
  • png_coco_val2017.json - 转换为 PNG 格式的验证集标注
  • train2017/ - labelTrainIds 格式的训练集 PNG masks
  • val2017/ - labelTrainIds 格式的验证集 PNG masks

LVIS 标注 (lvis_annotations.zip) - 可选

  • lvis_v1_train.json - LVIS v1.0 训练标注 (1203 类，基于 COCO 图片)

RefCOCO 系列标注 (refcoco_annotations.zip) - 可选

  • refcoco/ - RefCOCO 数据集标注
  • refcoco+/ - RefCOCO+ 数据集标注
  • refcocog/ - RefCOCOg 数据集标注

🚀 使用方法

1. 下载标注文件 

# 下载所有 DeCLIP 标注
huggingface-cli download xiaomoguhzz/xiaomogu_pami_dataset \
  --include "declip_annotations/*" \
  --repo-type dataset \
  --local-dir ./declip_data

# 或单独下载某个文件
huggingface-cli download xiaomoguhzz/xiaomogu_pami_dataset \
  declip_annotations/coco_annotations_core.zip \
  --repo-type dataset \
  --local-dir ./declip_data

2. 解压标注 

cd declip_data/declip_annotations
unzip coco_annotations_core.zip -d ../../datasets/coco/annotations/
unzip coco_panoptic_masks.zip -d ../../datasets/coco/annotations/
unzip coco_converted_annotations.zip -d ../../datasets/coco/annotations/
unzip lvis_annotations.zip -d ../../datasets/coco/annotations/
unzip refcoco_annotations.zip -d ../../datasets/coco/annotations/

3. 下载 COCO 图片（单独下载） 

cd datasets/coco/

# 训练集图片 (19GB)
wget http://images.cocodataset.org/zips/train2017.zip
unzip train2017.zip

# 验证集图片 (1GB)
wget http://images.cocodataset.org/zips/val2017.zip
unzip val2017.zip

💾 存储空间需求

项目 大小 说明
标注文件（压缩） ~2.75 GB 5 个 zip 文件
标注文件（解压） ~3-4 GB 解压后
COCO 图片 ~20 GB 需单独下载
总计 ~23-24 GB 完整数据集

📚 相关链接

📄 许可证

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