🔑 In 5 minutes you will learn:
- Labeling problems Datumo solves
- Effective data acquisition method via semi-automated labeling
Q. Label the cat from the image below.
“How can we label an object that is occluded by another object?”
Humans can distinguish the cat from the tree. However, an AI model trained with general cat images may automatically label the whole tree and the cat as a “cat” since it does not acknowledge the occlusion. This could be a problem since part of the cat is simply hidden behind the tree, not a separate object. On the other hand, if manual segmentation is carried out, the accuracy may go up but as more control points are made, more time and cost will be spent.
In order to solve this problem, Datumo came up with the <Semi-automated Labeling System> to reduce the cost and time while increasing the accuracy.
Semi-automated labeling is a technology of enabling smoother segmenation process via AI technology.
The annotator can simply make necessary modifications on the image that has been pro-processed by AI.
✔️ Time spent in labeling is reduced by almost 50%, compared to manual labeling
✔️ Semi-automation enabled,regardless of domain, with minimum of 400 manual annotation
mIoU:0%
Simple 400 cow dataset
mIoU:0%
Total combination of 400 cityscape dataset
Up to 40~50% of time spent in labeling can be reduced by such semi-automated labeling. Datumo’s technology enables semi-automated labeling for any data, regardless of its domain, with minimum of 400 labeled data. This makes the technology universal.
Semi-automation enabled using min.
400 manually annotated data viaDatumo’s own data augmentation technology
This has been completely tested in-house and will go into production in 3Q, 2022
High accuracy with less data Intuitive design for easier control
Consistent labeling without having to draw a point in the middle after drawing a bounding box
Datumo focuses on how to make the data collecting & labeling process more effective.
You do not need to be distracted by bothersome tasks.
Datumo will quickly prepare high quality dataset for you and your AI.
Save your time and money. Use them to change the world.
Datumo will take care of the datasets with our semi-automation technology.
