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@@ -58,7 +58,7 @@ 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
@@ -72,7 +72,6 @@ The screen resolution is **5740 × 1010**, and gaze regions are defined as:
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  | `RB` | Right side mirror | `[4719, 560] – [5389, 990]` |
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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
@@ -81,7 +80,7 @@ The screen resolution is **5740 × 1010**, and gaze regions are defined as:
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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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@@ -93,7 +92,7 @@ This directory contains **per-frame driving state and scene feature files** for
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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
@@ -102,11 +101,11 @@ This directory contains **per-frame driving state and scene feature files** for
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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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@@ -116,10 +115,10 @@ For each risk-relevant object in the scene, features are stored using indexed co
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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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  **File format**
59
  - `<scene_id>`: scene index (starting from 0)
60
  - Each row corresponds to one time step / frame
61
+
62
  ##### Gaze Target Information
63
  - `Stare_obj`: ID of the object being gazed at
64
  - `0` indicates background or no valid gaze target
 
72
  | `RB` | Right side mirror | `[4719, 560] – [5389, 990]` |
73
  | `MB` | Rear-view mirror | `[2890, 210] – [3540, 400]` |
74
 
 
75
  ##### Vehicle Screen Positions
76
  - `Car{i}_screen_X`, `Car{i}_screen_Y`: 2D screen-space coordinates of risk-relevant vehicles
77
  - Coordinates are aligned with the same frame as gaze annotations
 
80
  - For the **first 10 participants**, each frame contains up to **9 risk objects**
81
  - For the **remaining 20 participants**, scenes **5–9** contain **8 risk objects**
82
  - Columns are kept consistent across files; unused slots are zero-padded
83
+
84
  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.
85
 
86
 
 
92
  - `<scene_id>`: scene index (starting from 0)
93
  - Each row corresponds to one time step / frame
94
  - Rows are time-aligned with gaze annotations and instance segmentation outputs
95
+
96
  ##### Ego Vehicle and Driver State
97
  - `time`: timestamp (Unix time)
98
  - `steering`: steering wheel angle
 
101
  - `TOR_flag`: take-over request indicator
102
  - `Handchange_flag`: handover / control change indicator
103
  - `Collision_flag`: collision indicator (binary)
104
+
105
  ##### Ego Vehicle Position
106
  - `main_car_id`: ID of the ego vehicle
107
  - `main_car_x`, `main_car_y`: ego vehicle position in world coordinates
108
+
109
  ##### Surrounding Risk Object Features
110
  For each risk-relevant object in the scene, features are stored using indexed columns:
111
 
 
115
  - Screen-space position (`Car{i}_screen_X`, `Car{i}_screen_Y`)
116
  - Additional kinematic or geometric features
117
  If a risk object is not present in a frame, its corresponding feature values are filled with `0`.
118
+
119
  ##### Gaze Point Projection
120
  - `ScreenPoint2D_x`, `ScreenPoint2D_y`: projected 2D gaze point on the screen, aligned with gaze annotations
121
+
122
  These files provide **low-level driving signals, ego vehicle states, and scene-level object features**, and are intended to be used jointly with:
123
  - `Gaze_object_output/` (gaze–object annotations)
124
  - `Tester*_IS/` (instance segmentation outputs)