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Datasets:
SEU-VIPGroup
/
FG-BMK-image-Val

Tasks:
Image Classification
Languages:
English
Tags:
fine-grained-recognition
large-vision-language-models
benchmark
image-dataset
License:
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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    TypeError
Message:      int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1520, in _prepare_split_single
                  for key, record in generator:
                                     ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/webdataset/webdataset.py", line 130, in _generate_examples
                  for example_idx, example in enumerate(self._get_pipeline_from_tar(tar_path, tar_iterator)):
                                              ~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/webdataset/webdataset.py", line 34, in _get_pipeline_from_tar
                  for filename, f in tar_iterator:
                                     ^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/track.py", line 49, in __iter__
                  for x in self.generator(*self.args):
                           ~~~~~~~~~~~~~~^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/file_utils.py", line 1405, in _iter_from_urlpath
                  with xopen(urlpath, "rb", download_config=download_config, block_size=0) as f:
                       ~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/file_utils.py", line 982, in xopen
                  file_obj = fs.open(paths[0], mode)
                File "<string>", line 3, in open
                File "/usr/local/lib/python3.14/unittest/mock.py", line 1176, in __call__
                  return self._mock_call(*args, **kwargs)
                         ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/unittest/mock.py", line 1180, in _mock_call
                  return self._execute_mock_call(*args, **kwargs)
                         ~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/unittest/mock.py", line 1247, in _execute_mock_call
                  result = effect(*args, **kwargs)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 786, in wrapped
                  tracker.files[urlpath] = {"read": 0, "size": int(f.size)}
                                                               ~~~^^^^^^^^
              TypeError: int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1382, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1560, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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jpg
image
__key__
string
__url__
string
val/00328_Animalia_Arthropoda_Insecta_Coleoptera_Coccinellidae_Hippodamia_variegata/2abd674a-87df-4d1b-b077-a176ae2ada38
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00328_Animalia_Arthropoda_Insecta_Coleoptera_Coccinellidae_Hippodamia_variegata/2e1c89ee-ed26-42b3-af7e-e08bd99cb870
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00328_Animalia_Arthropoda_Insecta_Coleoptera_Coccinellidae_Hippodamia_variegata/85107516-24d5-42b4-bd5c-abc5a93ddeee
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00328_Animalia_Arthropoda_Insecta_Coleoptera_Coccinellidae_Hippodamia_variegata/156cce7a-f5c1-43a3-a379-4cd979d73688
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00328_Animalia_Arthropoda_Insecta_Coleoptera_Coccinellidae_Hippodamia_variegata/ecb2e846-ebf9-4dcf-a9c4-51adf98fd8e6
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00328_Animalia_Arthropoda_Insecta_Coleoptera_Coccinellidae_Hippodamia_variegata/b8a60564-ec89-4040-9b52-41472728b10e
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00328_Animalia_Arthropoda_Insecta_Coleoptera_Coccinellidae_Hippodamia_variegata/a5abdaca-c8db-48e5-ae8e-dc370c83548e
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00328_Animalia_Arthropoda_Insecta_Coleoptera_Coccinellidae_Hippodamia_variegata/9f84c6b0-af9d-4dd3-993e-d9a5c379d2aa
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00328_Animalia_Arthropoda_Insecta_Coleoptera_Coccinellidae_Hippodamia_variegata/afd59c2f-d107-474e-b56e-76aaecac849c
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00328_Animalia_Arthropoda_Insecta_Coleoptera_Coccinellidae_Hippodamia_variegata/4c114913-8e09-4da5-adec-9444b4fd1515
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/04827_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Geosciurus_inauris/50b56822-f656-44e8-82e7-3fac8410e7fd
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/04827_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Geosciurus_inauris/8b21ec36-2cec-4a7e-b03e-86ff777269a8
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/04827_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Geosciurus_inauris/f682f81f-e6c1-4776-8179-46485f92ba56
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/04827_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Geosciurus_inauris/869866ca-77ea-4437-ae38-2be7a9ccbd27
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/04827_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Geosciurus_inauris/17366619-889e-4153-81f9-d8f1298b43ff
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/04827_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Geosciurus_inauris/6a1762ad-ed4c-44d7-ae44-cc688942d559
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/04827_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Geosciurus_inauris/d2cfcfb7-c926-4a5d-a462-a752d07cff53
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/04827_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Geosciurus_inauris/e1ae38d6-fbd9-41ac-a991-dc937bbe2c39
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/04827_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Geosciurus_inauris/5164068d-d434-409b-929b-86f18e49aa4b
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/04827_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Geosciurus_inauris/ec7874be-efc6-4d80-aed0-8e7009288ca2
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/09296_Plantae_Tracheophyta_Magnoliopsida_Rosales_Elaeagnaceae_Elaeagnus_angustifolia/ad2b6f73-d8d4-4cf3-afd8-62c43eb9165d
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/09296_Plantae_Tracheophyta_Magnoliopsida_Rosales_Elaeagnaceae_Elaeagnus_angustifolia/e86a51a9-1c37-4c58-9b29-f9b4700aa96b
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/09296_Plantae_Tracheophyta_Magnoliopsida_Rosales_Elaeagnaceae_Elaeagnus_angustifolia/d21d12e9-f305-45e5-ba81-47645befa7cb
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/09296_Plantae_Tracheophyta_Magnoliopsida_Rosales_Elaeagnaceae_Elaeagnus_angustifolia/9299a710-f473-4c3c-8a72-53199858579f
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/09296_Plantae_Tracheophyta_Magnoliopsida_Rosales_Elaeagnaceae_Elaeagnus_angustifolia/e2edda1c-be4b-419b-84bd-78b982996f68
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/09296_Plantae_Tracheophyta_Magnoliopsida_Rosales_Elaeagnaceae_Elaeagnus_angustifolia/de7af536-5dce-4f0b-aec7-cc8cd5ba6213
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/09296_Plantae_Tracheophyta_Magnoliopsida_Rosales_Elaeagnaceae_Elaeagnus_angustifolia/4350bd50-f653-41e5-9678-bd2ee883b0ff
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val/09296_Plantae_Tracheophyta_Magnoliopsida_Rosales_Elaeagnaceae_Elaeagnus_angustifolia/38ea6eb1-245d-4e04-82f4-3a9d8310751d
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/09296_Plantae_Tracheophyta_Magnoliopsida_Rosales_Elaeagnaceae_Elaeagnus_angustifolia/ce3ab0eb-f032-4877-881a-868277710d97
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/09296_Plantae_Tracheophyta_Magnoliopsida_Rosales_Elaeagnaceae_Elaeagnus_angustifolia/c7bbbbd0-2bdd-4c7f-89a2-03bd05efed70
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08333_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Rubiaceae_Coprosma_rotundifolia/71077eda-b815-40a1-86e1-b5c694599b3f
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08333_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Rubiaceae_Coprosma_rotundifolia/14f03754-c22f-43fe-aaff-f32147fedf4f
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08333_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Rubiaceae_Coprosma_rotundifolia/92d2943e-dd7b-49f0-a9cc-18554d9742a8
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08333_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Rubiaceae_Coprosma_rotundifolia/73a89dc5-2471-4845-9dfe-36c9e001cfeb
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08333_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Rubiaceae_Coprosma_rotundifolia/43785191-5c2e-4f10-b915-de7793286314
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08333_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Rubiaceae_Coprosma_rotundifolia/c32e3fef-c46c-489b-a4c6-3b430c1af477
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08333_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Rubiaceae_Coprosma_rotundifolia/dd164787-de60-4314-b73c-be536a72304e
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08333_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Rubiaceae_Coprosma_rotundifolia/5b6800cd-79a7-4d7c-9e27-8e8a4d57e379
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08333_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Rubiaceae_Coprosma_rotundifolia/c3610e1c-1a80-4f65-b7ae-b95c3810865d
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08333_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Rubiaceae_Coprosma_rotundifolia/1ff1f8ba-0a86-48f2-9e9e-dc6e604d4c3c
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01569_Animalia_Arthropoda_Insecta_Lepidoptera_Noctuidae_Agrotis_segetum/f6697189-adb5-4709-a46f-d1664357e5e4
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01569_Animalia_Arthropoda_Insecta_Lepidoptera_Noctuidae_Agrotis_segetum/87b8ecc8-dc8d-465a-9fb9-935e02b96d52
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01569_Animalia_Arthropoda_Insecta_Lepidoptera_Noctuidae_Agrotis_segetum/7b658a30-750c-4131-9557-75178f8f50dc
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01569_Animalia_Arthropoda_Insecta_Lepidoptera_Noctuidae_Agrotis_segetum/c3c63cbc-6e90-4e1e-b546-69527e3d21f2
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01569_Animalia_Arthropoda_Insecta_Lepidoptera_Noctuidae_Agrotis_segetum/00e0055b-d972-4345-a29a-b589d5c5bbb6
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01569_Animalia_Arthropoda_Insecta_Lepidoptera_Noctuidae_Agrotis_segetum/79dc8a10-1fe9-41e8-a48d-bc167499bd77
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01569_Animalia_Arthropoda_Insecta_Lepidoptera_Noctuidae_Agrotis_segetum/a1c9d270-4a60-4d78-83b9-d0bc3c8beeaa
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01569_Animalia_Arthropoda_Insecta_Lepidoptera_Noctuidae_Agrotis_segetum/6ad17827-ac9c-4bd3-85fb-0ef5b376f67c
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01569_Animalia_Arthropoda_Insecta_Lepidoptera_Noctuidae_Agrotis_segetum/bc9cd1fc-c404-423f-9efc-2e5dae777b78
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01569_Animalia_Arthropoda_Insecta_Lepidoptera_Noctuidae_Agrotis_segetum/ba59b748-0b57-4b7d-b4ae-9c40f906af7d
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08272_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Apocynaceae_Gomphocarpus_cancellatus/7aa24336-e544-403a-bb5d-8df630387bf0
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08272_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Apocynaceae_Gomphocarpus_cancellatus/b8370b58-8f81-460c-9951-201762b00f45
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08272_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Apocynaceae_Gomphocarpus_cancellatus/b34778f6-b8aa-43df-89d1-3f0a3ccee1f2
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08272_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Apocynaceae_Gomphocarpus_cancellatus/a5afbcf7-8e38-475c-a73d-4bd7f3f5a52f
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08272_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Apocynaceae_Gomphocarpus_cancellatus/4d19c8ef-d97c-464f-bff4-ccdefc26c35e
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08272_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Apocynaceae_Gomphocarpus_cancellatus/33739553-68de-4326-8598-0078411f8774
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08272_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Apocynaceae_Gomphocarpus_cancellatus/bd47382b-f43e-4410-9d5f-cb79702798e6
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08272_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Apocynaceae_Gomphocarpus_cancellatus/af197b57-df3d-42b5-a412-93f073e6b58d
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08272_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Apocynaceae_Gomphocarpus_cancellatus/52746233-1730-4d19-ba65-ac18c23e778c
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/08272_Plantae_Tracheophyta_Magnoliopsida_Gentianales_Apocynaceae_Gomphocarpus_cancellatus/2bcae045-2849-4d58-b78c-6155f0ef96a1
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00403_Animalia_Arthropoda_Insecta_Coleoptera_Scarabaeidae_Trypoxylus_dichotomus/bc37eaca-c406-495f-9ae7-70f7c8361f85
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00403_Animalia_Arthropoda_Insecta_Coleoptera_Scarabaeidae_Trypoxylus_dichotomus/cecb98f9-d856-4c9b-b8d6-c8cfe0fed130
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00403_Animalia_Arthropoda_Insecta_Coleoptera_Scarabaeidae_Trypoxylus_dichotomus/d8771584-80d2-44a5-b344-fc82f698c9d6
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00403_Animalia_Arthropoda_Insecta_Coleoptera_Scarabaeidae_Trypoxylus_dichotomus/fbdcfb31-2639-4fc8-8050-a1a60e47a30b
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00403_Animalia_Arthropoda_Insecta_Coleoptera_Scarabaeidae_Trypoxylus_dichotomus/97b94d7e-d826-45e9-a2ab-7615aabdca90
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00403_Animalia_Arthropoda_Insecta_Coleoptera_Scarabaeidae_Trypoxylus_dichotomus/f2d97ad5-d85b-4a7e-86ac-81c66fdc6878
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00403_Animalia_Arthropoda_Insecta_Coleoptera_Scarabaeidae_Trypoxylus_dichotomus/5b70e0f1-e804-44a3-a6a5-118935b454c0
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00403_Animalia_Arthropoda_Insecta_Coleoptera_Scarabaeidae_Trypoxylus_dichotomus/6d7086b2-1b68-413c-9161-00ceadb2dd0e
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00403_Animalia_Arthropoda_Insecta_Coleoptera_Scarabaeidae_Trypoxylus_dichotomus/e1879dbc-0831-461e-9e41-72b163e4ad1b
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/00403_Animalia_Arthropoda_Insecta_Coleoptera_Scarabaeidae_Trypoxylus_dichotomus/4bf0d11d-99a4-47af-b024-8d701ab4bcd5
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01484_Animalia_Arthropoda_Insecta_Lepidoptera_Lycaenidae_Icaricia_acmon/1db7bcbd-c8af-4a78-a480-2a9c7287afeb
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01484_Animalia_Arthropoda_Insecta_Lepidoptera_Lycaenidae_Icaricia_acmon/8cd24d5c-60ca-465a-86ff-f17456b39c98
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01484_Animalia_Arthropoda_Insecta_Lepidoptera_Lycaenidae_Icaricia_acmon/ab4f6c37-7a7d-4227-922f-9184c3a92547
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01484_Animalia_Arthropoda_Insecta_Lepidoptera_Lycaenidae_Icaricia_acmon/2b6d82eb-fbc8-4c1c-ba2c-2f7f4039e3ca
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01484_Animalia_Arthropoda_Insecta_Lepidoptera_Lycaenidae_Icaricia_acmon/fc14a166-1c46-4511-8db8-2ae8edadb225
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01484_Animalia_Arthropoda_Insecta_Lepidoptera_Lycaenidae_Icaricia_acmon/56c34c4d-7c66-4fd5-b85e-dbc6f1bbf104
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01484_Animalia_Arthropoda_Insecta_Lepidoptera_Lycaenidae_Icaricia_acmon/aaaa9f8a-d109-48bf-adf5-5baf288b9308
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01484_Animalia_Arthropoda_Insecta_Lepidoptera_Lycaenidae_Icaricia_acmon/d44fad63-8e1b-48f9-99c9-d713c71c69fb
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01484_Animalia_Arthropoda_Insecta_Lepidoptera_Lycaenidae_Icaricia_acmon/60f5b71f-6d31-4723-8e18-829f7865871b
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01484_Animalia_Arthropoda_Insecta_Lepidoptera_Lycaenidae_Icaricia_acmon/07893657-6d90-4f87-95a2-55aa74a5ce21
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01219_Animalia_Arthropoda_Insecta_Lepidoptera_Geometridae_Gastrina_cristaria/373405c0-e94c-41af-9360-a037e84e3d66
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01219_Animalia_Arthropoda_Insecta_Lepidoptera_Geometridae_Gastrina_cristaria/45d24d9e-3992-4e00-be50-b357f307d038
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01219_Animalia_Arthropoda_Insecta_Lepidoptera_Geometridae_Gastrina_cristaria/b27000d6-6b7d-4506-8d7d-16f8ebc83858
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01219_Animalia_Arthropoda_Insecta_Lepidoptera_Geometridae_Gastrina_cristaria/4514c295-c275-4fd3-bccc-60e39cd84e23
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01219_Animalia_Arthropoda_Insecta_Lepidoptera_Geometridae_Gastrina_cristaria/3153eb21-a7cb-48e3-8a4b-1728422890e1
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01219_Animalia_Arthropoda_Insecta_Lepidoptera_Geometridae_Gastrina_cristaria/cdb71453-5ead-4999-8a9f-d799fd7c50a7
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01219_Animalia_Arthropoda_Insecta_Lepidoptera_Geometridae_Gastrina_cristaria/253fe1b6-f5f2-4f83-b2d4-0fece3cca315
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01219_Animalia_Arthropoda_Insecta_Lepidoptera_Geometridae_Gastrina_cristaria/2a26a29b-5f82-4dd6-8adc-64402bfd9331
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01219_Animalia_Arthropoda_Insecta_Lepidoptera_Geometridae_Gastrina_cristaria/254fdff5-e2c5-4712-8568-aa56d292467c
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/01219_Animalia_Arthropoda_Insecta_Lepidoptera_Geometridae_Gastrina_cristaria/bcf3a8d5-d1f6-4d5b-91c1-f83aad2150b2
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/06343_Plantae_Tracheophyta_Liliopsida_Poales_Poaceae_Briza_minor/fce96d31-a38b-4423-99ce-a0d3b4fc65a2
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/06343_Plantae_Tracheophyta_Liliopsida_Poales_Poaceae_Briza_minor/5e02367e-ff0c-4e2f-85e5-215253442941
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/06343_Plantae_Tracheophyta_Liliopsida_Poales_Poaceae_Briza_minor/dc7b249e-0836-4bcd-9c53-581d202cdc26
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/06343_Plantae_Tracheophyta_Liliopsida_Poales_Poaceae_Briza_minor/c4704fb4-a607-4722-99fe-afb89fc9e47d
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/06343_Plantae_Tracheophyta_Liliopsida_Poales_Poaceae_Briza_minor/e105ff38-69d8-48c2-acf7-180e7012a5e9
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/06343_Plantae_Tracheophyta_Liliopsida_Poales_Poaceae_Briza_minor/d5c7abbd-5ea0-428c-baaa-b4588d422243
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/06343_Plantae_Tracheophyta_Liliopsida_Poales_Poaceae_Briza_minor/9281b3e9-9160-434e-8362-a085d857ca0e
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/06343_Plantae_Tracheophyta_Liliopsida_Poales_Poaceae_Briza_minor/ae906856-deba-4f88-8a24-882bf60cf163
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/06343_Plantae_Tracheophyta_Liliopsida_Poales_Poaceae_Briza_minor/1775395e-9aff-4c59-923e-e315f85a27bf
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
val/06343_Plantae_Tracheophyta_Liliopsida_Poales_Poaceae_Briza_minor/fe4cce15-f32a-418b-9f0b-7a18d2e4ad99
hf://datasets/SEU-VIPGroup/FG-BMK-image-Val@bdd9921e535813fdbc5c123d471e4c3f56f0871e/val.tar.gz
End of preview.

FG-BMK Image Archive: iNat2021 validation

This repository stores the iNat2021 validation image archive used by FG-BMK. It is a companion repository for SEU-VIPGroup/FG-BMK, which contains the benchmark metadata, questions, splits, and evaluation code.

Files

  • val.tar.gz: image archive for the iNat2021 validation subset.

Use with FG-BMK

  1. Download val.tar.gz.
  2. Extract it to a local data directory.
  3. Use SEU-VIPGroup/FG-BMK for the corresponding question files, class lists, train/test splits, and evaluation scripts.
  4. Point the FG-BMK evaluation scripts to the extracted image folder.

Citation 

@article{yu2026fgbmk,
  title   = {Benchmarking Large Vision-Language Models on Fine-Grained Image Tasks: From Evaluation to Diagnosis},
  author  = {Yu, Hong-Tao and Xie, Chen-Wei and Peng, Yuxin and Belongie, Serge and Wei, Xiu-Shen},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
  year    = {2026}
}

License and Data Terms

This archive is provided for FG-BMK evaluation. Users must follow the license and usage terms of the original iNat2021 validation dataset as well as the FG-BMK project terms.
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