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datacard updates
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ahmedjaafar6 committed Jun 18, 2024
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198 changes: 90 additions & 108 deletions DataCard.md
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Expand Up @@ -962,18 +962,10 @@ performed in the creation of your dataset. -->
<!-- info: Select **all applicable** annotation
workforce types or methods used
to annotate the dataset: -->
- Annotation Target in Data
- Machine-Generated
- Annotations
- Human Annotations (Expert)
- Human Annotations (Non-Expert)
- Human Annotations (Employees)
- Human Annotations (Contractors)
- Human Annotations (Crowdsourcing)
- Human Annotations (Outsourced / Managed)
- Teams
- Unlabeled
- Others (Please specify)

#### Annotation Characteristic(s)
<!-- scope: periscope -->
Expand All @@ -988,19 +980,49 @@ relevant information or considerations.
(Usage Note: Duplicate and complete the
following for each annotation type.) -->
**Annotation Type** | **Number**
**Expert** | **Number**
--- | ---
Number of unique annotations | 123456789
Total number of annotations | 123456789
Average annotations per example | 123456789
Number of annotators per example | 123456789
[Quality metric per granuality] | 123456789
[Quality metric per granuality] | 123456789
Number of unique annotations | 50
Total number of annotations | 50
Average annotations per example | 1
Number of annotators | 1
Number of annotators per example | 1
<!-- [Quality metric per granuality] | 123456789
[Quality metric per granuality] | 123456789
[Quality metric per granuality] | 123456789 -->

**Above:** Provide a caption for the above table or visualization.
**Above:** The real-world robot trajectory execution (teleoperation) data collection done by one of the authors.

**Non-Expert** | **Number**
--- | ---
Number of unique annotations | 50
Total number of annotations | 50
Average annotations per example | 1
Number of annotators | 7
Number of annotators per example | 1

**Above:** Humans that gave natural language commands of tasks for the real-world robot to execute.

**Employees** | **Number**
--- | ---
Number of unique annotations | 524
Total number of annotations | 524
Average annotations per example | 1
Number of annotators | 15
Number of annotators per example | 1

**Above:** Humans that exected the trajectories in the simulator.

**Crowdsourcing** | **Number**
--- | ---
Number of unique annotations | 524
Total number of annotations | 524
Average annotations per example | 1
Number of annotators | 41
Number of annotators per example | 1

**Above:** Humans that gave natural language commands of tasks for the simulated robot to execute.

**Additional Notes:** Add here

#### Annotation Description(s)
<!-- scope: microscope -->
Expand All @@ -1016,69 +1038,46 @@ considerations.
(Usage Note: Duplicate and complete
the following for each annotation
type.) -->
**(Annotation Type)**

**Description:** Description of annotations (labels, ratings) produced.
Include how this was created or authored.
**Expert**

**Description:** The real-world robot trajectory execution (teleoperation) data collection done by one of the authors.

**Link:** Relevant URL link.
**Link:** N/A

**Platforms, tools, or libraries:**

- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
- Boston Dynamics Spot

**Additional Notes:** Add here
**Non-Expert**

#### Annotation Distribution(s)
<!-- scope: periscope -->
<!-- info: Provide a distribution of annotations for each
annotation or class of annotations using the
format below.
**Description:** Humans that gave natural language commands of tasks for the real-world robot to execute.

Use additional notes to capture any other
relevant information or considerations.
**Link:** N/A

(Usage Note: Duplicate and complete the
following for each annotation type.) -->
**Annotation Type** | **Number**
--- | ---
Annotations (or Class) | 12345 (20%)
Annotations (or Class) | 12345 (20%)
Annotations (or Class) | 12345 (20%)
Annotations (or Class) | 12345 (20%)
Annotations (or Class) | 12345 (20%)
**Platforms, tools, or libraries:**

**Above:** Provide a caption for the above table or visualization.
- N/A

**Additional Notes:** Add here
**Employees**

#### Annotation Task(s)
<!-- scope: microscope -->
<!-- info: Summarize each task type associated
with annotations in the dataset.
**Description:** Humans that exected the trajectories in the simulator.

Use additional notes to capture any
other relevant information or
considerations.
**Link:** https://ai2thor.allenai.org/

(Usage Note: Duplicate and complete
the following for each task type.) -->
**(Task Type)**
**Platforms, tools, or libraries:**

**Task description:** Summarize here. Include links if available.
- AI2THOR

**Task instructions:** Summarize here. Include links if available.
**Crowdsourcing**

**Methods used:** Summarize here. Include links if available.
**Description:** Humans that gave natural language commands of tasks for the simulated robot to execute.

**Inter-rater adjudication policy:** Summarize here. Include links if
available.
**Link:** https://www.prolific.com/

**Golden questions:** Summarize here. Include links if available.
**Platforms, tools, or libraries:**

**Additional notes:** Add here
- Prolific

### Human Annotators
<!-- info: Fill this section if human annotators were used. -->
Expand Down Expand Up @@ -1111,40 +1110,10 @@ available.
**Summary of annotation instructions:** Summarize here. Include links if
available.

**Summary of gold questions:** Summarize here. Include links if available.

**Annotation platforms:** Summarize here. Include links if available.

**Additional Notes:** Add here

#### Annotator Task(s)
<!-- scope: microscope -->
<!-- info: Provide a brief description for each
annotator pool performing the human
annotation task.
Use additional notes to capture any
other relevant information or
considerations.
(Usage Note: Duplicate and complete
the following for each annotation
type.) -->
**(Task Type)**

**Task description:** Summarize here. Include links if available.

**Task instructions:** Summarize here. Include links if available.

**Methods used:** Summarize here. Include links if available.

**Inter-rater adjudication policy:** Summarize here. Include links if
available.

**Golden questions:** Summarize here. Include links if available.

**Additional notes:** Add here

#### Language(s)
<!-- scope: telescope -->
<!-- info: Provide annotator distributions for
Expand All @@ -1157,15 +1126,9 @@ considerations.
(Usage Note: Duplicate and
complete the following for each
annotation type.) -->
**(Annotation Type)**
- English [100%]

- Language [Percentage %]
- Language [Percentage %]
- Language [Percentage %]

**Above:** Provide a caption for the above table or visualization.

**Additional Notes:** Add here
**Above:** All the natural language commands.

<!-- ## Validation Types -->
<!-- info: Fill this section if the data in the dataset was validated during
Expand Down Expand Up @@ -1284,7 +1247,7 @@ that the dataset has been
used for.
Usage Note: Use comma-separated keywords. -->
*For example: Classification, Regression, Object Detection*
*Classification, Regression, Supervised Learning, Imitation Learning*

#### Evaluation Result(s)
<!-- scope: periscope -->
Expand All @@ -1298,9 +1261,24 @@ considerations.
(Usage Note: Duplicate and complete the
following for each model.) -->
**(Model Name)**
**RT-1**

**Model Card:** [Link to full model card]
**Model Card:** In page 21 of the [paper](https://robotics-transformer.github.io/assets/rt1.pdf).

Evaluation Results

- Accuracy: 123 (params)
- Precision: 123 (params)
- Recall: 123 (params)
- Performance metric: 123 (params)

**Above:** Provide a caption for the above table or visualization.

**Additional Notes:** Add here

**ALFRED Seq2Seq**

**Model Card:** No card available. Please refer to the [GitHub repo](https://github.com/askforalfred/alfred) instead.

Evaluation Results

Expand Down Expand Up @@ -1348,18 +1326,22 @@ considerations.
(Usage Note: Duplicate and complete the
following for each model.) -->
**(Model Name)**
**RT-1**

**Model Card:** Link to full model card
**Model Card:** In page 21 of the [paper](https://robotics-transformer.github.io/assets/rt1.pdf).

**Model Description:** Summarize here. Include links where applicable.

- Model Size: 123 (params)
- Model Weights: 123 (params)
- Model Layers 123 (params)
- Latency: 123 (params)
- Model Size: 35M (params)

**ALFRED Seq2Seq**

**Model Card:** No card available. Please refer to the [GitHub repo](https://github.com/askforalfred/alfred) instead.

**Model Description:** Summarize here. Include links where applicable.

- Model Size: 35M (params)

**Additional Notes:** Add here

#### Expected Performance and Known Caveats
<!-- scope: microscope -->
Expand Down

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