This file documents a collection of trained DVIS models.
The "Config" column contains a link to the config file. Running train_net_video.py --num-gpus $num_gpus
with this config file will train a model with the same setting. ResNet-50 results are trained with 8 2080Ti GPUs and Swin-L results are trained with 8 V100 GPUs.
Model | Backbone | Queries | Video | AP | AP50 | AP75 | Config | Download |
---|---|---|---|---|---|---|---|---|
DVIS_online | R50 | 100 | 360P | 30.4 | 54.9 | 29.7 | yaml | baidupan|feishu |
DVIS_online | R50 | 100 | 720P | 30.9 | 55.2 | 30.8 | yaml | baidupan|feishu |
DVIS_online | SwinL(IN21k) | 200 | 480P | 46.0 | 70.7 | 48.6 | yaml | baidupan|feishu |
DVIS_online | SwinL(IN21k) | 200 | 720P | 47.6 | 72.5 | 50.1 | yaml | baidupan|feishu |
DVIS_offline | R50 | 100 | 360P | 33.7 | 59.6 | 33.7 | yaml | baidupan|feishu |
DVIS_offline | R50 | 100 | 720P | 34.6 | 60.1 | 33.3 | yaml | baidupan|feishu |
DVIS_offline | SwinL(IN21k) | 200 | 480P | 48.8 | 74.8 | 50.7 | yaml | baidupan|feishu |
DVIS_offline | SwinL(IN21k) | 200 | 720P | 50.0 | 75.6 | 52.9 | yaml | baidupan|feishu |
Model | Backbone | Queries | Video | AP | AP50 | AP75 | Config | Download |
---|---|---|---|---|---|---|---|---|
DVIS_online | R50 | 100 | 360P | 51.0 | 72.8 | 56.8 | yaml | baidupan|feishu |
DVIS_online | SwinL(IN21k) | 200 | 480P | 63.7 | 86.5 | 70.0 | yaml | baidupan|feishu |
DVIS_offline | R50 | 100 | 360P | 52.1 | 76.3 | 57.5 | yaml | baidupan|feishu |
DVIS_offline | SwinL(IN21k) | 200 | 480P | 64.8 | 88.2 | 72.6 | yaml | baidupan|feishu |
Model | Backbone | Queries | Video | AP | AP50 | AP75 | Config | Download |
---|---|---|---|---|---|---|---|---|
DVIS_online | R50 | 100 | 360P | 46.3 | 68.2 | 50.6 | yaml | baidupan|feishu |
DVIS_online | SwinL(IN21k) | 200 | 480P | 58.6 | 80.8 | 64.6 | yaml | baidupan|feishu |
DVIS_offline | R50 | 100 | 360P | 47.3 | 70.6 | 51.7 | yaml | baidupan|feishu |
DVIS_offline | SwinL(IN21k) | 200 | 480P | 60.0 | 82.6 | 68.4 | yaml | baidupan|feishu |
Model | Backbone | Queries | Video | VPQ | VPQthing | VPQstuff | Config | Download |
---|---|---|---|---|---|---|---|---|
MinVis | R50 | 100 | 720P | - | - | - | yaml | baidupan |
MinVis | SwinL(IN21k) | 200 | 720P | - | - | - | yaml | baidupan |
DVIS_online | SwinL(IN21k) | 200 | 720P | 54.7 | 54.8 | 54.6 | yaml | baidupan|feishu |
DVIS_offline | SwinL(IN21k) | 200 | 720P | 57.6 | 59.9 | 55.5 | yaml | baidupan|feishu |