Data explorer
We create COCO-shift and Flickr-shift (based on COCO-captions and Flickr30k-entities) to study task-free continual learning. In both data streams, data distribution evolves gradually without clear boundaries.
COCO-shift data explorer
Hover on curves or images for details
At time step [[ time_step ]], models see examples about...
[[ example.task ]]
[[ example.task ]]
| Caption: | [[ ex.text ]] |
| Masked text: | |
| VLBERT (online): | [[ ex.preds.naive.join(" ") ]] |
| VLBERT (w/experience replay): | [[ ex.preds.ER.join(" ") ]] |
| VLBERT (offline): | [[ ex.preds.Offline.join(" ") ]] |
Flickr-shift data explorer
Hover on curves or images for details
At time step [[ time_step ]], models see examples about...
[[ example.task ]]
[[ example.task ]]
| Caption: | [[ ex.text ]] |
| Masked text: | |
| VLBERT (online): | [[ ex.preds.naive.join(" ") ]] |
| VLBERT (w/experience replay): | [[ ex.preds.ER.join(" ") ]] |
| VLBERT (offline): | [[ ex.preds.Offline.join(" ") ]] |