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Damage Risk Quantification for Robot Collisions

This repository contains a dataset of 60 real images and 100 synthetic images, designed to support research in vision-based damage risk estimation. The images are displayed below.

Real Images

Cleaning sponge

Cleaning sponge 1Cleaning sponge 2Cleaning sponge 3Cleaning sponge 4Cleaning sponge 5

Plush toy

Plush toy 1Plush toy 2Plush toy 3Plush toy 4Plush toy 5

Flower bouquet

Flower bouquet 1Flower bouquet 2Flower bouquet 3Flower bouquet 4Flower bouquet 5

Paper cup

Paper cup 1Paper cup 2Paper cup 3Paper cup 4Paper cup 5

Orange

Orange 1Orange 2Orange 3Orange 4Orange 5

Plastic bottle

Plastic bottle 1Plastic bottle 2Plastic bottle 3Plastic bottle 4Plastic bottle 5

Potted plant

Potted plant 1Potted plant 2Potted plant 3Potted plant 4Potted plant 5

Screwdriver

Screwdriver 1Screwdriver 2Screwdriver 3Screwdriver 4Screwdriver 5

Scissors

Scissors 1Scissors 2Scissors 3Scissors 4Scissors 5

Metal scraper

Metal scraper 1Metal scraper 2Metal scraper 3Metal scraper 4Plush toy 5

Scalpel

Scalpel 1Scalpel 2Scalpel 3Scalpel 4Scalpel 5

Box cutter

Box cutter 1Box cutter 2Box cutter 3Box cutter 4Box cutter 5

Synthetic Images

Soft Objects

Soft object 1Soft object 2Soft object 3Soft object 4Soft object 5
Soft object 6Soft object 7Soft object 8Soft object 9Soft object 10
Soft object 11Soft object 12Soft object 13Soft object 14Soft object 15
Soft object 16Soft object 17Soft object 18Soft object 19Soft object 20
Soft object 21Soft object 22Soft object 23Soft object 24Soft object 25
Soft object 26Soft object 27Soft object 28Soft object 29Soft object 30

Mushrooms

Mushroom 1Mushroom 2Mushroom 3Mushroom 4Mushroom 5

Plants & Flowers

Plant 1Plant 2Plant 3Plant 4Plant 5
Plant 6Plant 7Plant 8Plant 9Plant 10

Water

Water 1Water 2Water 3Water 4Water 5

Dust

Dust 1Dust 2Dust 3Dust 4Dust 5

Animals

Animal 1Animal 2Animal 3Animal 4Animal 5
Animal 6Animal 7Animal 8Animal 9Animal 10
Animal 11Animal 12Animal 13Animal 14Animal 15
Animal 16Animal 17Animal 18Animal 19Animal 20
Animal 21Animal 22Animal 23Animal 24Animal 25

Bulky Objects

Bulky object 1Bulky object 2Bulky object 3Bulky object 4Bulky object 5
Bulky object 6Bulky object 7Bulky object 8Bulky object 9Bulky object 10

Sharp Objects

Sharp object 1Sharp object 2Sharp object 3Sharp object 4Sharp object 5
Sharp object 6Sharp object 7Sharp object 8Sharp object 9Sharp object 10

Publication

Further details can be found in the following publication:

 title={Damage Risk Quantification for Robot Collisions Using Vision-Language Models}, author = {Jonas Kiemel and Erhan \"Oztop and Tamim Asfour},
publisher = {German Robotics Conference (GRC)},
year = {2026}

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Damage Risk Quantification for Robot Collisions

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