Datasets:
id
int64 1
1.09k
| image_name
stringlengths 12
12
| question
stringclasses 381
values | answer
stringclasses 355
values | traffic_sign
stringclasses 6
values | image
imagewidth (px) 512
512
|
|---|---|---|---|---|---|
57
|
img_0057.jpg
|
What type of traffic sign is this?
|
Informative
|
Informatory
| |
291
|
img_0291.jpg
|
What is mainly reduced by following cautionary traffic signs?
|
Accidents
|
Cautionary
| |
700
|
img_0700.jpg
|
What should the driver do?
|
Slow down
|
cautionary
| |
221
|
img_0221.jpg
|
Is this a bus stop?
|
yes
|
Informatory
| |
1,061
|
img_1061.jpg
|
What kind of vehicles benefit from this?
|
All
|
Informatory
| |
403
|
img_0403.jpg
|
What speed limit does this traffic sign indicate?
|
80 km/h
|
Mandatory
| |
691
|
img_0691.jpg
|
What does the symbol represent?
|
Stop
|
Informatory
| |
318
|
img_0318.jpg
|
What type of road feature does it warn about?
|
Curve
|
Cautionary
| |
988
|
img_0988.jpg
|
What shape is this traffic sign?
|
Rectangular
|
Informatory
| |
251
|
img_0251.jpg
|
what does this traffic sign indicate?
|
Speed Limit
|
Mandatory
| |
744
|
img_0744.jpg
|
what does this traffic sign indicate?
|
Right-turn
|
Cautionary
| |
683
|
img_0683.jpg
|
What is the shape of this traffic sign?
|
Rectangle
|
Informatory
| |
369
|
img_0369.jpg
|
What should the driver do?
|
Slow down
|
cautionary
| |
858
|
img_0858.jpg
|
What shape is this traffic sign?
|
Rectangular
|
Cautionary
| |
308
|
img_0308.jpg
|
What driving action is recommended when approaching this traffic sign?
|
Slow
|
Cautionary
| |
1,010
|
img_1010.jpg
|
What type of road feature does it warn about?
|
Curve
|
Cautionary
| |
46
|
img_0046.jpg
|
Which category of traffic sign?
|
Restriction
|
Mandatory
| |
227
|
img_0227.jpg
|
Who is this traffic sign mainly for?
|
Truck
|
Informatory
| |
322
|
img_0322.jpg
|
What is mainly reduced by following cautionary traffic signs?
|
Accidents
|
Cautionary
| |
122
|
img_0122.jpg
|
What shape is this traffic sign?
|
Triangle
|
Cautionary
| |
861
|
img_0861.jpg
|
Is this a bus stop?
|
yes
|
Informatory
| |
1,011
|
img_1011.jpg
|
What shape is this traffic sign?
|
Rectangular
|
Cautionary
| |
917
|
img_0917.jpg
|
Who benefits most from this traffic sign?
|
Drivers
|
Informatory
| |
475
|
img_0475.jpg
|
Which place is straight ahead?
|
Ongole
|
Informatory
| |
35
|
img_0035.jpg
|
What action must a driver take when seeing this traffic sign?
|
Obey with the limit
|
Mandatory
| |
258
|
img_0258.jpg
|
In what kind of areas might you see this 40 km/h traffic sign?
|
Towns
|
Mandatory
| |
761
|
img_0761.jpg
|
What is the purpose of the traffic sign?
|
Safety
|
Mandatory
| |
498
|
img_0498.jpg
|
What color border does this traffic sign have?
|
Red
|
Cautionary
| |
67
|
img_0067.jpg
|
What shape is this traffic sign?
|
Circular
|
Mandatory
| |
376
|
img_0376.jpg
|
What is the color outlining the traffic sign?
|
Red
|
Cautionary
| |
626
|
img_0626.jpg
|
what does this traffic sign indicate?
|
Y-intersection
|
Cautionary
| |
927
|
img_0927.jpg
|
What happens if the driver ignores it?
|
Penalty
|
Mandatory
| |
16
|
img_0016.jpg
|
What type of turn is shown?
|
Sharp
|
Cautionary
| |
290
|
img_0290.jpg
|
What does this traffic sign indicate?
|
Directions
|
Informatory
| |
860
|
img_0860.jpg
|
What does this traffic sign indicate?
|
School
|
cautionary
| |
339
|
img_0339.jpg
|
What is the arrow color in this traffic sign?
|
White
|
Mandatory
| |
655
|
img_0655.jpg
|
What does the symbol represent?
|
Stop
|
Informatory
| |
523
|
img_0523.jpg
|
What type of traffic sign is this?
|
Bus
|
Informatory
| |
616
|
img_0616.jpg
|
What is mainly reduced by following cautionary traffic signs?
|
Accidents
|
Cautionary
| |
304
|
img_0304.jpg
|
What does this traffic sign indicate?
|
Dircetion
|
Informatory
| |
316
|
img_0316.jpg
|
Should the driver slow down?
|
Yes
|
Cautionary
| |
355
|
img_0355.jpg
|
What does this traffic sign indicate?
|
Pedestrian Crossing Ahead
|
cautionary
| |
542
|
img_0542.jpg
|
What is the color outlining the traffic sign?
|
Red
|
Cautionary
| |
743
|
img_0743.jpg
|
what does this traffic sign indicate?
|
Left-turn
|
Cautionary
| |
369
|
img_0369.jpg
|
What shape is the traffic sign?
|
Triangle
|
cautionary
| |
809
|
img_0809.jpg
|
What type of traffic sign is this?
|
Chevron
|
Cautionary
| |
866
|
img_0866.jpg
|
What should the driver do?
|
Slow
|
cautionary
| |
666
|
img_0666.jpg
|
What does this traffic sign indicate?
|
No right turn
|
Mandatory
| |
26
|
img_0026.jpg
|
What type of traffic sign is this?
|
Chevron
|
Cautionary
| |
798
|
img_0798.jpg
|
What shape is this traffic sign?
|
Rectangular
|
Cautionary
| |
485
|
img_0485.jpg
|
What geometric shape is used for this traffic sign?
|
Triangle
|
Cautionary
| |
1,034
|
img_1034.jpg
|
What is mainly reduced by following cautionary traffic signs?
|
Accidents
|
Cautionary
| |
318
|
img_0318.jpg
|
What shape is this traffic sign?
|
Rectangular
|
Cautionary
| |
127
|
img_0127.jpg
|
In what kind of areas might you see this 30 km/h traffic sign?
|
Residential (or market, school zones)
|
Mandatory
| |
1,034
|
img_1034.jpg
|
What shape is this traffic sign?
|
Triangle
|
Cautionary
| |
894
|
img_0894.jpg
|
What type of road feature does it warn about?
|
Curve
|
Cautionary
| |
217
|
img_0217.jpg
|
What color background is used?
|
Yellow
|
Cautionary
| |
1,008
|
img_1008.jpg
|
What should the driver do when seeing this traffic sign?
|
Obey
|
Mandatory
| |
274
|
img_0274.jpg
|
What shape is this traffic sign?
|
Triangle
|
Cautionary
| |
748
|
img_0748.jpg
|
What does this traffic sign indicate?
|
Give way to traffic on major road
|
Mandatory
| |
452
|
img_0452.jpg
|
What is mainly reduced by following cautionary traffic signs?
|
Accidents
|
Cautionary
| |
70
|
img_0070.jpg
|
Is this a mandatory traffic sign?
|
No
|
Informatory
| |
1,000
|
img_1000.jpg
|
What does this traffic sign indicate?
|
No Waiting
|
Mandatory
| |
892
|
img_0892.jpg
|
What driving action is recommended when approaching this traffic sign?
|
Slow
|
Cautionary
| |
750
|
img_0750.jpg
|
What does this traffic sign indicate?
|
T-intersection
|
Cautionary
| |
835
|
img_0835.jpg
|
Which direction shows Kadapa?
|
Right
|
Informatory
| |
90
|
img_0090.jpg
|
What language is used on the traffic sign?
|
Telugu
|
Informatory
| |
818
|
img_0818.jpg
|
What should the driver do?
|
Slow down
|
Cautionary
| |
75
|
img_0075.jpg
|
Is this a mandatory traffic sign?
|
No
|
Informatory
| |
415
|
img_0415.jpg
|
What action must the car take if children are crossing?
|
Stop
|
cautionary
| |
349
|
img_0349.jpg
|
What does this traffic sign indicate?
|
Pedestrian Crossing Ahead
|
cautionary
| |
279
|
img_0279.jpg
|
What speed limit does this traffic sign indicate?
|
40 km/h
|
Mandatory
| |
667
|
img_0667.jpg
|
What does this traffic sign indicate?
|
Give way to traffic on major road
|
Mandatory
| |
191
|
img_0191.jpg
|
what does this traffic sign indicate?
|
Speed
|
Mandatory
| |
470
|
img_0470.jpg
|
What does this traffic sign indicate?
|
Construction
|
Cautionary
| |
241
|
img_0241.jpg
|
What does the symbol represent?
|
Stop
|
Informatory
| |
104
|
img_0104.jpg
|
What language is below Telugu?
|
English
|
Informatory
| |
89
|
img_0089.jpg
|
what does this traffic sign indicate?
|
Speed Limit
|
Mandatory
| |
630
|
img_0630.jpg
|
What type of traffic sign is this?
|
Bus
|
Informatory
| |
663
|
img_0663.jpg
|
What geometric shape is used for this traffic sign?
|
Triangle
|
Cautionary
| |
879
|
img_0879.jpg
|
What direction does the traffic sign indicate?
|
Left
|
Informatory
| |
291
|
img_0291.jpg
|
Should the driver slow down?
|
Yes
|
Cautionary
| |
1,055
|
img_1055.jpg
|
What shape is the traffic sign?
|
Triangle
|
cautionary
| |
815
|
img_0815.jpg
|
What does this traffic sign indicate?
|
Pedestrian Crossing Ahead
|
cautionary
| |
398
|
img_0398.jpg
|
What color border does this traffic sign have?
|
Red
|
Cautionary
| |
726
|
img_0726.jpg
|
What does this traffic sign help with?
|
Navigation
|
Informatory
| |
888
|
img_0888.jpg
|
What is the main purpose of the traffic sign?
|
Safety
|
Cautionary
| |
227
|
img_0227.jpg
|
What is the shape of this traffic sign?
|
Rectangle
|
Informatory
| |
473
|
img_0473.jpg
|
What does this traffic sign help with?
|
Navigation
|
Informatory
| |
562
|
img_0562.jpg
|
What should the driver do?
|
Slow
|
cautionary
| |
1,039
|
img_1039.jpg
|
How many humps are warned of?
|
Series
|
Cautionary
| |
870
|
img_0870.jpg
|
What does this traffic sign indicate?
|
Give way to traffic on major road
|
Mandatory
| |
297
|
img_0297.jpg
|
Which place is straight ahead?
|
Guntur
|
Informatory
| |
955
|
img_0955.jpg
|
Are vehicles allowed to enter?
|
No
|
Mandatory
| |
557
|
img_0557.jpg
|
What action must a driver take when seeing this traffic sign?
|
Obey with the limit
|
Mandatory
| |
27
|
img_0027.jpg
|
What does it indicate?
|
Intersection
|
Cautionary
| |
228
|
img_0228.jpg
|
What is the shape of this traffic sign?
|
Rectangle
|
Informatory
| |
1,011
|
img_1011.jpg
|
Should the driver slow down?
|
Yes
|
Cautionary
| |
377
|
img_0377.jpg
|
What should the driver do?
|
Slow
|
cautionary
| |
487
|
img_0487.jpg
|
What does this traffic sign indicate?
|
One way
|
Mandatory
|
🧭 Overview Indian Traffic VQA is a real-world Visual Question Answering (VQA) dataset focusing on Indian road traffic signboards. The dataset is designed for training and evaluating Vision-Language Models (VLMs) and VQA systems in the traffic and transportation domain. This dataset bridges a gap between real-world Indian traffic conditions and machine understanding — ideal for research in autonomous driving, smart city AI, and traffic sign recognition under natural environments.
📦 Dataset Summary • Images: 1,085 real-world traffic signboard images • Questions: 4,341 unique questions • Answers: Short, ground-truth textual responses • Source: All images were collected using a mobile phone in real Indian road environments • Format: .csv file with the following columns: o image_name — name of the image file o question — text-based query o answer — corresponding ground-truth answer
🧠 Task Definition Given an image of a traffic signboard and a related question, the model must predict a short text answer. Example: image_name question answer imag_00001.jpg What does this sign indicate? Speed Limit img_00002.jpg What does this sign show? Stop img_00003.jpg Is U-turn allowed here? No
🧩 Applications • Visual Question Answering (VQA) • Vision-Language Model (VLM) Fine-tuning • Multimodal classification of traffic signs • Dataset for benchmarking model reasoning in domain-specific visual data
🧰 Data Collection Details • Captured in diverse Indian traffic conditions (urban, rural, highways) • Includes varying lighting, occlusions, and view angles • All images are real photographs, not synthetic
⚖️ License You may distribute, modify, or use this dataset for non-commercial research purposes. Please give appropriate credit by citing this dataset.
The .zip file contains all the 1085 images with 512x512 resolution. There are two .csv files attached. traffic_vqa_1085.csv contains one question and one answer, traffic_vqa_4341.csv contains multiple questions and answers per image. The first .csv file can be used for low resource computational environment.
🚀 Future Work Future releases will include: • Regional signboard subsets (state-specific) • Video-based question answering • Multilingual question support (English + Hindi)
👥 Contributors 🧠 Data Curators 🧩 Chandra Mohan Bhuma 🧩 CH.V.M.S.N. Pavan Kumar 🧩 T. Krishna Chaitanya 🧩 Miriyala Suneel
📷 Data Collectors 📸 Perumalla Himasri 📸 Vallapuneni Venkata Siva Kumar 📸 Ratna Seethal Saripalli 📸 Somanapalli Hindu
- Downloads last month
- 53