File size: 4,796 Bytes
f4f731b c0f8787 f4f731b 375239b f4f731b 375239b c0f8787 375239b c0f8787 375239b f4f731b 375239b 33dd4ea 375239b 33dd4ea 375239b f4f731b 375239b f4f731b 375239b f4f731b 375239b 33dd4ea 375239b c0f8787 f4f731b |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 |
### 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>.
|