SAM Model

1. Manage SAM Model

Click the Model manager button in the right toolbar to open the model manager interface

Download the required models, and click the radio button in front of the model list to activate the model.

model_manager.png

2. Remote SAM

Click the Remote SAM button in the right toolbar to open the remote sam interface

remote_sam.png

Tip

To use the remote sam, you must first install ISAT with segment anything backend on the remote server.

On the local machine, you also need to run the SAM model for decoding.

Attention

Currently, the entire SAM model needs to be loaded locally. In future updates, when using the remote SAM, only the decode part needs to be loaded locally. This work has not been completed yet.

Danger

The feature maps of Sam-hq model is too large. Do not use Sam-hq model on remote server.

3. Supported SAM Models

Model

Checkpoint

Memory

Memory (bfloat16)

Disk

Image

Video

SAM-HQ

sam_hq_vit_h.pth

6464M

3378M

2.6G

yes

no

sam_hq_vit_l.pth

5016M

2634M

1.3G

yes

no

sam_hq_vit_b.pth

3304M

1762M

379M

yes

no

sam_hq_vit_tiny.pth

598M

392M

43M

yes

no

Mobile-SAM

mobile_sam.pt

534M

390M

40M

yes

no

Edge-SAM

edge_sam.pth

360M

304M

39M

yes

no

edge_sam_3x.pth

360M

304M

39M

yes

no

MedSAM

sam-med2d_b.pth

1500M

1050M

2.4G

yes

no

SAM

sam_vit_h_4b8939.pth

6462M

3378M

2.6G

yes

no

sam_vit_l_0b3195.pth

5016M

2634M

1.3G

yes

no

sam_vit_b_01ec64.pth

3302M

1760M

375M

yes

no

SAM2

sam2_hiera_large.pt

3252M

2008M

900M

yes

yes

sam2_hiera_base_plus.pt

1992M

1666M

324M

yes

yes

sam2_hiera_small.pt

1522M

1226M

185M

yes

yes

sam2_hiera_tiny.pt

1504M

1196M

156M

yes

yes

SAM2.1

sam2.1_hiera_large.pt

3328M

2266M

900M

yes

yes

sam2.1_hiera_base_plus.pt

2032M

1682M

324M

yes

yes

sam2.1_hiera_small.pt

1736M

1268M

185M

yes

yes

sam2.1_hiera_tiny.pt

1574M

1194M

156M

yes

yes

SAM3

sam3.pt

8600M

8600M

3.5G

yes

yes

Tip

If you are running ISAT on a cpu, it is recommended to use the sam_hq_vit_tiny.pth or mobile_sam.pt model.

Tip

Since v1.5.1, you can try disabling the video segmentation feature in the settings interface if you encounter insufficient VRAM.

After disabling the video segmentation feature, SAM3 requires only 6GB of VRAM to run.

4. Use fine tuned model

Click the Open button in the the model manager interface to select the fine-tuned sam model.

use_fine_tuned_model.png

Important

The supported fine-tuned models: sam, sam2, sam2.1, sam3, mobile-sam, edge-sam, sam-hq and sam-med2d.