InternImage for object detection: COCO.
Mask R-CNN + InternImage
backbone |
schd |
box mAP |
mask mAP |
train speed |
train time |
#param |
FLOPs |
Config |
Download |
InternImage-T |
1x |
47.2 |
42.5 |
0.36s / iter |
9h |
49M |
270G |
config |
ckpt | log |
InternImage-T |
3x |
49.1 |
43.7 |
0.34s / iter |
26h |
49M |
270G |
config |
ckpt | log |
InternImage-S |
1x |
47.8 |
43.3 |
0.40s / iter |
10h |
69M |
340G |
config |
ckpt | log |
InternImage-S |
3x |
49.7 |
44.5 |
0.40s / iter |
30h |
69M |
340G |
config |
ckpt | log |
InternImage-B |
1x |
48.8 |
44.0 |
0.45s / iter |
11.5h |
115M |
501G |
config |
ckpt | log |
InternImage-B |
3x |
50.3 |
44.8 |
0.45s / iter |
34h |
115M |
501G |
config |
ckpt | log |
Cascade Mask R-CNN + InternImage
backbone |
schd |
box mAP |
mask mAP |
train speed |
train time |
#param |
FLOPs |
Config |
Download |
InternImage-L |
1x |
54.9 |
47.7 |
0.73s / iter |
18h |
277M |
1399G |
config |
ckpt |
InternImage-L |
3x |
56.1 |
48.5 |
0.79s / iter |
15h (n4) |
277M |
1399G |
config |
ckpt | log |
InternImage-XL |
1x |
55.3 |
48.1 |
0.82s / iter |
21h |
387M |
1782G |
config |
ckpt | log |
InternImage-XL |
3x |
56.2 |
48.8 |
0.91s / iter |
17h (n4) |
387M |
1782G |
config |
ckpt | log |