meta / sam-2-video

SAM 2: Segment Anything v2 (for videos)

Warm

Public
2.9K runs
L40S
GitHub
Paper
License

Run with an API

Playground API Examples README Versions

Prediction

meta/sam-2-video:33432afdfc06a10da6b4018932893d39b0159f838b6d11dd1236dff85cc5ec1d

Model

meta/sam-2-video:33432afd

bn3xep8srnrgp0cha4avc64azr

Status

Succeeded

Source

API

Hardware

A40 (Large)

Total duration

1m 39s

Created

8 months ago by @zsxkib

Input

mask_type: highlighted
video_fps: 25
input_video: download?expiry=1723645268&owner=pwntus&signature=w0ZTXY7u4SnrIJYRyuA86uP81JJ46VjSJYCrxAY%252Fwwc%253D
click_frames: 1
click_labels: 1
output_video
output_format: webp
output_quality: 80
annotation_type: mask
click_object_ids: bee_1,bee_2,bee_3,bee_4,bee_5,bee_6,bee_7,bee_8
click_coordinates: [391,239],[178,320],[334,391],[185,446],[100,433],[461,499],[11,395],[9,461]
output_frame_interval: 1

{
  "mask_type": "highlighted",
  "video_fps": 25,
  "input_video": "https://api.replicate.com/v1/files/N2E3N2I3NTgtNzkxMS00ZDU3LWJkNWMtMWQxMDQ5NjEyNjZh/download?expiry=1723645268&owner=pwntus&signature=w0ZTXY7u4SnrIJYRyuA86uP81JJ46VjSJYCrxAY%252Fwwc%253D",
  "click_frames": "1",
  "click_labels": "1",
  "output_video": true,
  "output_format": "webp",
  "output_quality": 80,
  "annotation_type": "mask",
  "click_object_ids": "bee_1,bee_2,bee_3,bee_4,bee_5,bee_6,bee_7,bee_8",
  "click_coordinates": "[391,239],[178,320],[334,391],[185,446],[100,433],[461,499],[11,395],[9,461]",
  "output_frame_interval": 1
}

Install Replicate’s Node.js client library:

npm install replicate

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run meta/sam-2-video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "meta/sam-2-video:33432afdfc06a10da6b4018932893d39b0159f838b6d11dd1236dff85cc5ec1d",
  {
    input: {
      mask_type: "highlighted",
      video_fps: 25,
      input_video: "https://api.replicate.com/v1/files/N2E3N2I3NTgtNzkxMS00ZDU3LWJkNWMtMWQxMDQ5NjEyNjZh/download?expiry=1723645268&owner=pwntus&signature=w0ZTXY7u4SnrIJYRyuA86uP81JJ46VjSJYCrxAY%252Fwwc%253D",
      click_frames: "1",
      click_labels: "1",
      output_video: true,
      output_format: "webp",
      output_quality: 80,
      annotation_type: "mask",
      click_object_ids: "bee_1,bee_2,bee_3,bee_4,bee_5,bee_6,bee_7,bee_8",
      click_coordinates: "[391,239],[178,320],[334,391],[185,446],[100,433],[461,499],[11,395],[9,461]",
      output_frame_interval: 1
    }
  }
);

// To access the file URL:
console.log(output[0].url()); //=> "http://example.com"

// To write the file to disk:
fs.writeFile("my-image.png", output[0]);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Import the client:

import replicate

Run meta/sam-2-video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "meta/sam-2-video:33432afdfc06a10da6b4018932893d39b0159f838b6d11dd1236dff85cc5ec1d",
    input={
        "mask_type": "highlighted",
        "video_fps": 25,
        "input_video": "https://api.replicate.com/v1/files/N2E3N2I3NTgtNzkxMS00ZDU3LWJkNWMtMWQxMDQ5NjEyNjZh/download?expiry=1723645268&owner=pwntus&signature=w0ZTXY7u4SnrIJYRyuA86uP81JJ46VjSJYCrxAY%252Fwwc%253D",
        "click_frames": "1",
        "click_labels": "1",
        "output_video": True,
        "output_format": "webp",
        "output_quality": 80,
        "annotation_type": "mask",
        "click_object_ids": "bee_1,bee_2,bee_3,bee_4,bee_5,bee_6,bee_7,bee_8",
        "click_coordinates": "[391,239],[178,320],[334,391],[185,446],[100,433],[461,499],[11,395],[9,461]",
        "output_frame_interval": 1
    }
)

# The meta/sam-2-video model can stream output as it's running.
# The predict method returns an iterator, and you can iterate over that output.
for item in output:
    # https://replicate.com/meta/sam-2-video/api#output-schema
    print(item)

To learn more, take a look at the guide on getting started with Python.

Run meta/sam-2-video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

curl -s -X POST \
  -H "Authorization: Bearer $REPLICATE_API_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Prefer: wait" \
  -d $'{
    "version": "33432afdfc06a10da6b4018932893d39b0159f838b6d11dd1236dff85cc5ec1d",
    "input": {
      "mask_type": "highlighted",
      "video_fps": 25,
      "input_video": "https://api.replicate.com/v1/files/N2E3N2I3NTgtNzkxMS00ZDU3LWJkNWMtMWQxMDQ5NjEyNjZh/download?expiry=1723645268&owner=pwntus&signature=w0ZTXY7u4SnrIJYRyuA86uP81JJ46VjSJYCrxAY%252Fwwc%253D",
      "click_frames": "1",
      "click_labels": "1",
      "output_video": true,
      "output_format": "webp",
      "output_quality": 80,
      "annotation_type": "mask",
      "click_object_ids": "bee_1,bee_2,bee_3,bee_4,bee_5,bee_6,bee_7,bee_8",
      "click_coordinates": "[391,239],[178,320],[334,391],[185,446],[100,433],[461,499],[11,395],[9,461]",
      "output_frame_interval": 1
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

Output

{
  "completed_at": "2024-08-14T13:32:02.107880Z",
  "created_at": "2024-08-14T13:30:23.045000Z",
  "data_removed": false,
  "error": null,
  "id": "bn3xep8srnrgp0cha4avc64azr",
  "input": {
    "mask_type": "highlighted",
    "video_fps": 25,
    "input_video": "https://api.replicate.com/v1/files/N2E3N2I3NTgtNzkxMS00ZDU3LWJkNWMtMWQxMDQ5NjEyNjZh/download?expiry=1723645268&owner=pwntus&signature=w0ZTXY7u4SnrIJYRyuA86uP81JJ46VjSJYCrxAY%252Fwwc%253D",
    "click_frames": "1",
    "click_labels": "1",
    "output_video": true,
    "output_format": "webp",
    "output_quality": 80,
    "annotation_type": "mask",
    "click_object_ids": "bee_1,bee_2,bee_3,bee_4,bee_5,bee_6,bee_7,bee_8",
    "click_coordinates": "[391,239],[178,320],[334,391],[185,446],[100,433],[461,499],[11,395],[9,461]",
    "output_frame_interval": 1
  },
  "logs": "Splitting video into frames:   0%|          | 0/395 [00:00<?, ?it/s]\nSplitting video into frames:  22%|██▏       | 87/395 [00:00<00:00, 863.91it/s]\nSplitting video into frames:  46%|████▌     | 180/395 [00:00<00:00, 899.37it/s]\nSplitting video into frames:  70%|███████   | 277/395 [00:00<00:00, 929.34it/s]\nSplitting video into frames:  94%|█████████▍| 372/395 [00:00<00:00, 936.01it/s]\nSplitting video into frames: 100%|██████████| 395/395 [00:00<00:00, 922.88it/s]\nframe loading (JPEG):   0%|          | 0/395 [00:00<?, ?it/s]\nframe loading (JPEG):   1%|▏         | 5/395 [00:00<00:08, 45.60it/s]\nframe loading (JPEG):   3%|▎         | 10/395 [00:00<00:08, 47.39it/s]\nframe loading (JPEG):   4%|▍         | 15/395 [00:00<00:07, 48.03it/s]\nframe loading (JPEG):   5%|▌         | 20/395 [00:00<00:07, 48.68it/s]\nframe loading (JPEG):   6%|▋         | 25/395 [00:00<00:07, 49.05it/s]\nframe loading (JPEG):   8%|▊         | 30/395 [00:00<00:07, 48.47it/s]\nframe loading (JPEG): 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  "metrics": {
    "predict_time": 99.053601483,
    "total_time": 99.06288
  },
  "output": [
    "https://replicate.delivery/pbxt/iGyFurounuZkAFqPL7Rjq5bzL9WdE7AhUfdXmKlvEnroHTpJA/output_video.mp4"
  ],
  "started_at": "2024-08-14T13:30:23.054278Z",
  "status": "succeeded",
  "urls": {
    "get": "https://api.replicate.com/v1/predictions/bn3xep8srnrgp0cha4avc64azr",
    "cancel": "https://api.replicate.com/v1/predictions/bn3xep8srnrgp0cha4avc64azr/cancel"
  },
  "version": "33432afdfc06a10da6b4018932893d39b0159f838b6d11dd1236dff85cc5ec1d"
}

Generated in

1 minute 39 seconds

Tweak it ShareReport

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Prediction

meta/sam-2-video:33432afdfc06a10da6b4018932893d39b0159f838b6d11dd1236dff85cc5ec1d

Model

meta/sam-2-video:33432afd

2jxk7xssh5rgj0cha4bsdb9818

Status

Succeeded

Source

Web

Hardware

A40 (Large)

Total duration

1m 38s

Created

8 months ago

Input

mask_type: highlighted
video_fps: 25
input_video: download?expiry=1723645268&owner=pwntus&signature=w0ZTXY7u4SnrIJYRyuA86uP81JJ46VjSJYCrxAY%252Fwwc%253D
click_frames: 1
click_labels: 1
output_video
output_format: webp
output_quality: 80
annotation_type: box
click_object_ids: bee_1,bee_2,bee_3,bee_4,bee_5,bee_6,bee_7,bee_8
click_coordinates: [391,239],[178,320],[334,391],[185,446],[100,433],[461,499],[11,395],[9,461]
output_frame_interval: 1

{
  "mask_type": "highlighted",
  "video_fps": 25,
  "input_video": "https://api.replicate.com/v1/files/N2E3N2I3NTgtNzkxMS00ZDU3LWJkNWMtMWQxMDQ5NjEyNjZh/download?expiry=1723645268&owner=pwntus&signature=w0ZTXY7u4SnrIJYRyuA86uP81JJ46VjSJYCrxAY%252Fwwc%253D",
  "click_frames": "1",
  "click_labels": "1",
  "output_video": true,
  "output_format": "webp",
  "output_quality": 80,
  "annotation_type": "box",
  "click_object_ids": "bee_1,bee_2,bee_3,bee_4,bee_5,bee_6,bee_7,bee_8",
  "click_coordinates": "[391,239],[178,320],[334,391],[185,446],[100,433],[461,499],[11,395],[9,461]",
  "output_frame_interval": 1
}

Install Replicate’s Node.js client library:

npm install replicate

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run meta/sam-2-video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "meta/sam-2-video:33432afdfc06a10da6b4018932893d39b0159f838b6d11dd1236dff85cc5ec1d",
  {
    input: {
      mask_type: "highlighted",
      video_fps: 25,
      input_video: "https://api.replicate.com/v1/files/N2E3N2I3NTgtNzkxMS00ZDU3LWJkNWMtMWQxMDQ5NjEyNjZh/download?expiry=1723645268&owner=pwntus&signature=w0ZTXY7u4SnrIJYRyuA86uP81JJ46VjSJYCrxAY%252Fwwc%253D",
      click_frames: "1",
      click_labels: "1",
      output_video: true,
      output_format: "webp",
      output_quality: 80,
      annotation_type: "box",
      click_object_ids: "bee_1,bee_2,bee_3,bee_4,bee_5,bee_6,bee_7,bee_8",
      click_coordinates: "[391,239],[178,320],[334,391],[185,446],[100,433],[461,499],[11,395],[9,461]",
      output_frame_interval: 1
    }
  }
);

// To access the file URL:
console.log(output[0].url()); //=> "http://example.com"

// To write the file to disk:
fs.writeFile("my-image.png", output[0]);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Import the client:

import replicate

Run meta/sam-2-video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "meta/sam-2-video:33432afdfc06a10da6b4018932893d39b0159f838b6d11dd1236dff85cc5ec1d",
    input={
        "mask_type": "highlighted",
        "video_fps": 25,
        "input_video": "https://api.replicate.com/v1/files/N2E3N2I3NTgtNzkxMS00ZDU3LWJkNWMtMWQxMDQ5NjEyNjZh/download?expiry=1723645268&owner=pwntus&signature=w0ZTXY7u4SnrIJYRyuA86uP81JJ46VjSJYCrxAY%252Fwwc%253D",
        "click_frames": "1",
        "click_labels": "1",
        "output_video": True,
        "output_format": "webp",
        "output_quality": 80,
        "annotation_type": "box",
        "click_object_ids": "bee_1,bee_2,bee_3,bee_4,bee_5,bee_6,bee_7,bee_8",
        "click_coordinates": "[391,239],[178,320],[334,391],[185,446],[100,433],[461,499],[11,395],[9,461]",
        "output_frame_interval": 1
    }
)

# The meta/sam-2-video model can stream output as it's running.
# The predict method returns an iterator, and you can iterate over that output.
for item in output:
    # https://replicate.com/meta/sam-2-video/api#output-schema
    print(item)

To learn more, take a look at the guide on getting started with Python.

Run meta/sam-2-video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

curl -s -X POST \
  -H "Authorization: Bearer $REPLICATE_API_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Prefer: wait" \
  -d $'{
    "version": "33432afdfc06a10da6b4018932893d39b0159f838b6d11dd1236dff85cc5ec1d",
    "input": {
      "mask_type": "highlighted",
      "video_fps": 25,
      "input_video": "https://api.replicate.com/v1/files/N2E3N2I3NTgtNzkxMS00ZDU3LWJkNWMtMWQxMDQ5NjEyNjZh/download?expiry=1723645268&owner=pwntus&signature=w0ZTXY7u4SnrIJYRyuA86uP81JJ46VjSJYCrxAY%252Fwwc%253D",
      "click_frames": "1",
      "click_labels": "1",
      "output_video": true,
      "output_format": "webp",
      "output_quality": 80,
      "annotation_type": "box",
      "click_object_ids": "bee_1,bee_2,bee_3,bee_4,bee_5,bee_6,bee_7,bee_8",
      "click_coordinates": "[391,239],[178,320],[334,391],[185,446],[100,433],[461,499],[11,395],[9,461]",
      "output_frame_interval": 1
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

Output

{
  "completed_at": "2024-08-14T13:34:20.152878Z",
  "created_at": "2024-08-14T13:32:42.249000Z",
  "data_removed": false,
  "error": null,
  "id": "2jxk7xssh5rgj0cha4bsdb9818",
  "input": {
    "mask_type": "highlighted",
    "video_fps": 25,
    "input_video": "https://api.replicate.com/v1/files/N2E3N2I3NTgtNzkxMS00ZDU3LWJkNWMtMWQxMDQ5NjEyNjZh/download?expiry=1723645268&owner=pwntus&signature=w0ZTXY7u4SnrIJYRyuA86uP81JJ46VjSJYCrxAY%252Fwwc%253D",
    "click_frames": "1",
    "click_labels": "1",
    "output_video": true,
    "output_format": "webp",
    "output_quality": 80,
    "annotation_type": "box",
    "click_object_ids": "bee_1,bee_2,bee_3,bee_4,bee_5,bee_6,bee_7,bee_8",
    "click_coordinates": "[391,239],[178,320],[334,391],[185,446],[100,433],[461,499],[11,395],[9,461]",
    "output_frame_interval": 1
  },
  "logs": "Splitting video into frames:   0%|          | 0/395 [00:00<?, ?it/s]\nSplitting video into frames:  22%|██▏       | 87/395 [00:00<00:00, 866.51it/s]\nSplitting video into frames:  46%|████▌     | 181/395 [00:00<00:00, 908.91it/s]\nSplitting video into frames:  70%|██████▉   | 276/395 [00:00<00:00, 925.43it/s]\nSplitting video into frames:  94%|█████████▍| 371/395 [00:00<00:00, 931.65it/s]\nSplitting video into frames: 100%|██████████| 395/395 [00:00<00:00, 922.29it/s]\nframe loading (JPEG):   0%|          | 0/395 [00:00<?, ?it/s]\nframe loading (JPEG):   1%|▏         | 5/395 [00:00<00:08, 45.08it/s]\nframe loading (JPEG):   3%|▎         | 10/395 [00:00<00:08, 46.86it/s]\nframe loading (JPEG):   4%|▍         | 15/395 [00:00<00:08, 46.38it/s]\nframe loading (JPEG):   5%|▌         | 20/395 [00:00<00:07, 47.18it/s]\nframe loading (JPEG):   6%|▋         | 25/395 [00:00<00:07, 47.28it/s]\nframe loading (JPEG):   8%|▊         | 30/395 [00:00<00:07, 47.97it/s]\nframe loading (JPEG): 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(JPEG):  78%|███████▊  | 310/395 [00:06<00:02, 41.33it/s]\nframe loading (JPEG):  80%|███████▉  | 315/395 [00:06<00:01, 43.01it/s]\nframe loading (JPEG):  81%|████████  | 320/395 [00:06<00:01, 44.08it/s]\nframe loading (JPEG):  82%|████████▏ | 325/395 [00:06<00:01, 45.01it/s]\nframe loading (JPEG):  84%|████████▎ | 330/395 [00:07<00:01, 44.32it/s]\nframe loading (JPEG):  85%|████████▍ | 335/395 [00:07<00:01, 45.13it/s]\nframe loading (JPEG):  86%|████████▌ | 340/395 [00:07<00:01, 44.71it/s]\nframe loading (JPEG):  87%|████████▋ | 345/395 [00:07<00:01, 44.20it/s]\nframe loading (JPEG):  89%|████████▊ | 350/395 [00:07<00:01, 44.42it/s]\nframe loading (JPEG):  90%|████████▉ | 355/395 [00:07<00:00, 45.20it/s]\nframe loading (JPEG):  91%|█████████ | 360/395 [00:07<00:00, 45.25it/s]\nframe loading (JPEG):  92%|█████████▏| 365/395 [00:07<00:00, 45.70it/s]\nframe loading (JPEG):  94%|█████████▎| 370/395 [00:07<00:00, 46.71it/s]\nframe loading (JPEG):  95%|█████████▍| 375/395 [00:07<00:00, 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in video:   3%|▎         | 11/394 [00:01<01:12,  5.25it/s]\npropagate in video:   3%|▎         | 12/394 [00:02<01:13,  5.18it/s]\npropagate in video:   3%|▎         | 13/394 [00:02<01:14,  5.14it/s]\npropagate in video:   4%|▎         | 14/394 [00:02<01:14,  5.09it/s]\npropagate in video:   4%|▍         | 15/394 [00:02<01:14,  5.07it/s]\npropagate in video:   4%|▍         | 16/394 [00:02<01:14,  5.04it/s]\npropagate in video:   4%|▍         | 17/394 [00:03<01:15,  5.02it/s]\npropagate in video:   5%|▍         | 18/394 [00:03<01:15,  5.01it/s]\npropagate in video:   5%|▍         | 19/394 [00:03<01:15,  4.99it/s]\npropagate in video:   5%|▌         | 20/394 [00:03<01:15,  4.98it/s]\npropagate in video:   5%|▌         | 21/394 [00:03<01:15,  4.96it/s]\npropagate in video:   6%|▌         | 22/394 [00:04<01:15,  4.95it/s]\npropagate in video:   6%|▌         | 23/394 [00:04<01:15,  4.94it/s]\npropagate in video:   6%|▌         | 24/394 [00:04<01:14,  4.94it/s]\npropagate in video:   6%|▋     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  "metrics": {
    "predict_time": 97.894959235,
    "total_time": 97.903878
  },
  "output": [
    "https://replicate.delivery/pbxt/uZA7CGJCPmKjFJW3T7gxXHu5fl2vafmUWHTrCsbpDWUbRmSTA/output_video.mp4"
  ],
  "started_at": "2024-08-14T13:32:42.257919Z",
  "status": "succeeded",
  "urls": {
    "get": "https://api.replicate.com/v1/predictions/2jxk7xssh5rgj0cha4bsdb9818",
    "cancel": "https://api.replicate.com/v1/predictions/2jxk7xssh5rgj0cha4bsdb9818/cancel"
  },
  "version": "33432afdfc06a10da6b4018932893d39b0159f838b6d11dd1236dff85cc5ec1d"
}

Generated in

1 minute 38 seconds

Tweak it ShareReport

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meta / sam-2-video

Prediction

Input

Output

Prediction

Input

Output

Logs (bn3xep8srnrgp0cha4avc64azr)

Logs (2jxk7xssh5rgj0cha4bsdb9818)