| ### Registration | |
| Please register the MMFM Challenge via <a href="https://cmt3.research.microsoft.com/MMFM2024" target="_blank">MMFM Challenge CMT</a> and select the challenge track. | |
| The full challenge submission instruction refers to <a href="https://github.com/jmiemirza/MMFM-Challenge/tree/master?tab=readme-ov-file#submission" target="_blank">MMFM Submission</a>. | |
| ### Submission | |
| Here is the instruction for submitting results to the online evaluation and leaderboard. | |
| - Please login the Huggingface competition before submiting your generated answers. | |
| #### Phase 1 | |
| - For this phase, train and test sets from 10 open-source datasets (DocVQA, InfographicsVQA, Websrc, WTQ, IconQA Fill in the blank, FunSD, IconQA Choose text, WildReceipt, TextbookQA and TabFact) are provided. | |
| - There are 2000 questions in the test set (200 questions per dataset). | |
| #### Phase 2 | |
| - An alien test set consisting of 3 private datasets (mydoc, mychart, myinfographic) is released. We encourage the participants to read our GitHub <a href="https://github.com/jmiemirza/MMFM-Challenge/blob/master/docs/download.md" target="_blank">Readme</a>. | |
| - There are 1028 questions in the test set (400 questions for mydoc, 200 questions for mychart and 428 questions for myinfographic). | |
| #### Submission | |
| - Submission procedure | |
| - First log in to the Hugging Face space by clicking the blue button "Login with Hugging Face". | |
| - Click the "New Submission" button and upload the submission file. The submission file is a `.csv` file in the following structure (the headings `id,pred,split` cannot be changed). The submission file should contain predictions for all the 3028 questions from the 13 datasets. | |
| A dummy submission file can be downloaded from <a href="https://drive.google.com/file/d/1wfRzZAZIyJOrwDP47s1S4442WjE5hUSI/view?usp=sharing" target="_blank">here</a> and used as a template where you find the sample ids for the 3028 questions. Submission with missing samples will lead to an error. We recommend using the dummy submission file as a template to check whether all sample ids are included. | |
| - Then click on the "Submit" button to submit the file. "Success! You have xx submissions remaining today." indicates that the submission is successful. | |
| - Click on "Cancel" to go back to the submission page and click on the "Logs" button (at the top panel) to check the evaluation status. | |
| - The evaluation process on the 3028 samples takes around 10 minutes. | |
| - Solution to potential errors | |
| - "Invalid Token" error: Please first log in to the Hugging Face space by clicking the blue button "Login with Hugging Face" before the submission. | |
| - "404" error: A potential solution to 404 error is to use the Chrome browser. | |
| - "Error: missing sample ids in the submission file: " in log: Please check the submission file and make sure all the sample ids are included. | |
| ``` | |
| id,pred,split | |
| docvqa_docvqa_0_4,dummy,public | |
| ... | |
| infographicvqa_infographicvqa_1_0_2,dummy,public | |
| ... | |
| websrc_websrc_1_0_213,dummy,public | |
| ... | |
| wtq_wtq_1_1_0,dummy,public | |
| ... | |
| iconqa_fill_in_blank_iconqa_1_13,dummy,public | |
| ... | |
| funsd_funsd_1_0_27_26_2,dummy,public | |
| ... | |
| iconqa_choose_txt_iconqa_1_4,dummy,public | |
| ... | |
| wildreceipt_wildreceipt_1_3_73_73_7,dummy,public | |
| ... | |
| textbookqa_textbookqa_1_10_2_3_5,dummy,public | |
| ... | |
| tabfact_tabfact_1_0_9,dummy,public | |
| ... | |
| mydoc_5227,dummy,public | |
| ... | |
| mychart_396_vbar,dummy,public | |
| ... | |
| myinfographic_5,dummy,public | |
| ... | |
| ``` | |
| where the 3 columns are sample id, prediction and split (set to public as default). | |
| The sample id format for the 10 phase-1 datasets are: | |
| ``` | |
| DocVQA: docvqa_docvqa_x_x | |
| InfographicsVQA: infographicvqa_infographicvqa_x_x_x | |
| WebSrc: websrc_websrc_x_x_x | |
| WTQ: wtq_wtq_x_x_x | |
| IconQA Fill in the blank: iconqa_fill_in_blank_iconqa_x_x | |
| FunSD: funsd_funsd_x_x_x_x_x | |
| IconQA Choose text: iconqa_choose_txt_iconqa_x_x | |
| WildReceipt: wildreceipt_wildreceipt_x_x_x_x_x | |
| TextbookQA: textbookqa_textbookqa_x_x_x_x_x | |
| TabFact: tabfact_tabfact_x_x_x | |
| ``` | |
| The sample id consists of 3 components: dataset name, sub dataset name and the original sample id. | |
| The sub dataset name is the same as dataset name except for `iconqa_fill_in_blank_iconqa` and `iconqa_choose_txt_iconqa` | |
| Here `x_x` is the original sample id given in the `processed_data/dataset_name/converted_output_test.json` file. | |
| The sample id format for the 3 phase-2 datasets are e.g.: | |
| ``` | |
| mydoc: mydoc_5227 | |
| mychart: mychart_396_vbar | |
| myinfographic: myinfographic_5 | |
| ``` | |
| Here the sample ids are the same as the ones given in the annotation files (`annot_wo_answer.json`) downloaded from the <a href="https://drive.google.com/file/d/1Nnh_5LN6wf_byJvINzf5CXRoLIj6DbEH/view" target="_blank">Google Drive</a> on GitHub <a href="https://github.com/jmiemirza/MMFM-Challenge/blob/master/docs/download.md" target="_blank">Readme</a>. | |