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更新Tester1_feature_csv文件描述

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@@ -54,22 +54,16 @@ Tester1/
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  ```
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  ## `Gaze_object_output/`
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-
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  This directory contains **gaze–object annotation files** for each scene.
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-
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  **File format**
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  - `<scene_id>`: scene index (starting from 0)
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  - Each row corresponds to one time step / frame
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-
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  ---
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-
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  #### Gaze Target Information
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  - `Stare_obj`: ID of the object being gazed at
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  - `0` indicates background or no valid gaze target
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  - `Stare_area`: coarse gaze region label on the screen
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-
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  The screen resolution is **5740 × 1010**, and gaze regions are defined as:
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  | Label | Description | Region (pixels) |
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  |------|-------------|-----------------|
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  | `LF` | Left front view | `[0, 0] – [2870, 1010]` |
@@ -79,19 +73,54 @@ The screen resolution is **5740 × 1010**, and gaze regions are defined as:
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  | `MB` | Rear-view mirror | `[2890, 210] – [3540, 400]` |
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  ---
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-
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  #### Vehicle Screen Positions
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  - `Car{i}_screen_X`, `Car{i}_screen_Y`: 2D screen-space coordinates of risk-relevant vehicles
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  - Coordinates are aligned with the same frame as gaze annotations
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  - Missing vehicles are filled with `0`
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-
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  **Number of risk objects per frame**
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  - For the **first 10 participants**, each frame contains up to **9 risk objects**
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  - For the **remaining 20 participants**, scenes **5–9** contain **8 risk objects**
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  - Columns are kept consistent across files; unused slots are zero-padded
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-
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  ---
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-
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  These files jointly describe **where the driver is looking** and **where potential risk objects are located** on the screen at each time step, and are time-aligned with other modalities in the dataset.
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  ```
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  ## `Gaze_object_output/`
 
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  This directory contains **gaze–object annotation files** for each scene.
 
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  **File format**
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  - `<scene_id>`: scene index (starting from 0)
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  - Each row corresponds to one time step / frame
 
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  ---
 
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  #### Gaze Target Information
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  - `Stare_obj`: ID of the object being gazed at
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  - `0` indicates background or no valid gaze target
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  - `Stare_area`: coarse gaze region label on the screen
 
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  The screen resolution is **5740 × 1010**, and gaze regions are defined as:
 
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  | Label | Description | Region (pixels) |
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  |------|-------------|-----------------|
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  | `LF` | Left front view | `[0, 0] – [2870, 1010]` |
 
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  | `MB` | Rear-view mirror | `[2890, 210] – [3540, 400]` |
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  ---
 
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  #### Vehicle Screen Positions
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  - `Car{i}_screen_X`, `Car{i}_screen_Y`: 2D screen-space coordinates of risk-relevant vehicles
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  - Coordinates are aligned with the same frame as gaze annotations
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  - Missing vehicles are filled with `0`
 
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  **Number of risk objects per frame**
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  - For the **first 10 participants**, each frame contains up to **9 risk objects**
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  - For the **remaining 20 participants**, scenes **5–9** contain **8 risk objects**
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  - Columns are kept consistent across files; unused slots are zero-padded
 
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  ---
 
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  These files jointly describe **where the driver is looking** and **where potential risk objects are located** on the screen at each time step, and are time-aligned with other modalities in the dataset.
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+
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+
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+ ## `Tester1_feature_csv/`
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+ This directory contains **per-frame driving state and scene feature files** for each scene.
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+ **File format**
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+ - `<scene_id>`: scene index (starting from 0)
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+ - Each row corresponds to one time step / frame
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+ - Rows are time-aligned with gaze annotations and instance segmentation outputs
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+ ---
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+ #### Ego Vehicle and Driver State
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+ - `time`: timestamp (Unix time)
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+ - `steering`: steering wheel angle
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+ - `accelerator`: accelerator pedal value
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+ - `brake`: brake pedal value
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+ - `TOR_flag`: take-over request indicator
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+ - `Handchange_flag`: handover / control change indicator
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+ - `Collision_flag`: collision indicator (binary)
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+ ---
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+ #### Ego Vehicle Position
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+ - `main_car_id`: ID of the ego vehicle
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+ - `main_car_x`, `main_car_y`: ego vehicle position in world coordinates
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+ ---
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+ #### Surrounding Risk Object Features
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+ For each risk-relevant object in the scene, features are stored using indexed columns:
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+
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+ - Object indices: `Car1` … `Car9`
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+ - Typical attributes include:
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+ - World-space position
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+ - Screen-space position (`Car{i}_screen_X`, `Car{i}_screen_Y`)
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+ - Additional kinematic or geometric features
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+ If a risk object is not present in a frame, its corresponding feature values are filled with `0`.
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+ ---
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+ #### Gaze Point Projection
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+ - `ScreenPoint2D_x`, `ScreenPoint2D_y`: projected 2D gaze point on the screen, aligned with gaze annotations
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+ ---
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+ These files provide **low-level driving signals, ego vehicle states, and scene-level object features**, and are intended to be used jointly with:
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+ - `Gaze_object_output/` (gaze–object annotations)
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+ - `Tester*_IS/` (instance segmentation outputs)
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+