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🔍 Search Within and Image

Leveraging the SAM and CLIP models, we employ natural language queries to seamlessly segment, crop, and pinpoint the nearest match for an object.

Installing dependencies

[1]

Collecting git+https://github.com/facebookresearch/segment-anything.git
  Cloning https://github.com/facebookresearch/segment-anything.git to /tmp/pip-req-build-2fwtu0fi
  Running command git clone --filter=blob:none --quiet https://github.com/facebookresearch/segment-anything.git /tmp/pip-req-build-2fwtu0fi
  Resolved https://github.com/facebookresearch/segment-anything.git to commit 6fdee8f2727f4506cfbbe553e23b895e27956588
  Preparing metadata (setup.py) ... done
Building wheels for collected packages: segment-anything
  Building wheel for segment-anything (setup.py) ... done
  Created wheel for segment-anything: filename=segment_anything-1.0-py3-none-any.whl size=36587 sha256=7bcd600b68024d6961c11ce285ba75b81f7511d45614fae681d1575b88060669
  Stored in directory: /tmp/pip-ephem-wheel-cache-saey51gc/wheels/10/cf/59/9ccb2f0a1bcc81d4fbd0e501680b5d088d690c6cfbc02dc99d
Successfully built segment-anything
Installing collected packages: segment-anything
Successfully installed segment-anything-1.0
Collecting open_clip_torch
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Installing collected packages: sentencepiece, ftfy, timm, open_clip_torch
Successfully installed ftfy-6.1.3 open_clip_torch-2.23.0 sentencepiece-0.1.99 timm-0.9.12
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Collecting pyarrow>=10 (from pylance==0.8.17->lancedb)
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Installing collected packages: ratelimiter, semver, pyarrow, py, overrides, deprecation, retry, pylance, lancedb
  Attempting uninstall: pyarrow
    Found existing installation: pyarrow 9.0.0
    Uninstalling pyarrow-9.0.0:
      Successfully uninstalled pyarrow-9.0.0
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
ibis-framework 6.2.0 requires pyarrow<13,>=2, but you have pyarrow 14.0.1 which is incompatible.
pandas-gbq 0.17.9 requires pyarrow<10.0dev,>=3.0.0, but you have pyarrow 14.0.1 which is incompatible.
Successfully installed deprecation-2.1.0 lancedb-0.3.4 overrides-7.4.0 py-1.11.0 pyarrow-14.0.1 pylance-0.8.17 ratelimiter-1.2.0.post0 retry-0.9.2 semver-3.0.2

Import libraries

[36]

Load SAM weights

[2]

Initialize database

[3]

Load model

[4]

open_clip_pytorch_model.bin:   0%|          | 0.00/605M [00:00<?, ?B/s]

CLIP(
,  (visual): VisionTransformer(
,    (conv1): Conv2d(3, 768, kernel_size=(32, 32), stride=(32, 32), bias=False)
,    (patch_dropout): Identity()
,    (ln_pre): LayerNorm((768,), eps=1e-05, elementwise_affine=True)
,    (transformer): Transformer(
,      (resblocks): ModuleList(
,        (0-11): 12 x ResidualAttentionBlock(
,          (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)
,          (attn): MultiheadAttention(
,            (out_proj): NonDynamicallyQuantizableLinear(in_features=768, out_features=768, bias=True)
,          )
,          (ls_1): Identity()
,          (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)
,          (mlp): Sequential(
,            (c_fc): Linear(in_features=768, out_features=3072, bias=True)
,            (gelu): GELU(approximate='none')
,            (c_proj): Linear(in_features=3072, out_features=768, bias=True)
,          )
,          (ls_2): Identity()
,        )
,      )
,    )
,    (ln_post): LayerNorm((768,), eps=1e-05, elementwise_affine=True)
,  )
,  (transformer): Transformer(
,    (resblocks): ModuleList(
,      (0-11): 12 x ResidualAttentionBlock(
,        (ln_1): LayerNorm((512,), eps=1e-05, elementwise_affine=True)
,        (attn): MultiheadAttention(
,          (out_proj): NonDynamicallyQuantizableLinear(in_features=512, out_features=512, bias=True)
,        )
,        (ls_1): Identity()
,        (ln_2): LayerNorm((512,), eps=1e-05, elementwise_affine=True)
,        (mlp): Sequential(
,          (c_fc): Linear(in_features=512, out_features=2048, bias=True)
,          (gelu): GELU(approximate='none')
,          (c_proj): Linear(in_features=2048, out_features=512, bias=True)
,        )
,        (ls_2): Identity()
,      )
,    )
,  )
,  (token_embedding): Embedding(49408, 512)
,  (ln_final): LayerNorm((512,), eps=1e-05, elementwise_affine=True)
,)

Image embeddings

[23]

[6]

[39]

Create images from new segmentation masks

[8]

[9]

Composite function to call all functionalities

[10]

[ ]

Query the database using Natural Query

[34]

[12]

[13]

[24]

Search within Image

[35]

<ipython-input-34-9e56bc3147b0>:15: DeprecatedWarning: to_df is deprecated as of 0.3.1 and will be removed in 0.4.0. Use to_pandas() instead
  target = vector_table.search(k_embedding_list).limit(1).to_df()

Display the Segmentation Masks (Optional)

[44]

[54]

Segmentation 1 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 41611
 - Bounding Box: [107, 306, 568, 159]
 - Predicted IOU: 1.0235613584518433
 - Point Coordinates: [[237.5, 391.03125]]
 - Stability Score: 0.9665665626525879
 - Crop Box: [0, 0, 800, 582]

Segmentation 2 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 41712
 - Bounding Box: [107, 142, 568, 322]
 - Predicted IOU: 1.0185126066207886
 - Point Coordinates: [[112.5, 372.84375]]
 - Stability Score: 0.962044358253479
 - Crop Box: [0, 0, 800, 582]

Segmentation 3 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 36694
 - Bounding Box: [331, 64, 132, 439]
 - Predicted IOU: 1.0150949954986572
 - Point Coordinates: [[362.5, 245.53125]]
 - Stability Score: 0.9721011519432068
 - Crop Box: [0, 0, 800, 582]

Segmentation 4 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ...  True  True  True]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 365699
 - Bounding Box: [0, 2, 799, 577]
 - Predicted IOU: 1.0133819580078125
 - Point Coordinates: [[712.5, 9.09375]]
 - Stability Score: 0.988547146320343
 - Crop Box: [0, 0, 800, 582]

Segmentation 5 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 4585
 - Bounding Box: [160, 383, 77, 72]
 - Predicted IOU: 1.0104466676712036
 - Point Coordinates: [[187.5, 409.21875]]
 - Stability Score: 0.9850842952728271
 - Crop Box: [0, 0, 800, 582]

Segmentation 6 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 9504
 - Bounding Box: [418, 359, 119, 145]
 - Predicted IOU: 1.0063835382461548
 - Point Coordinates: [[462.5, 427.40625]]
 - Stability Score: 0.9682473540306091
 - Crop Box: [0, 0, 800, 582]

Segmentation 7 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [ True  True  True ...  True  True False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 250489
 - Bounding Box: [0, 2, 799, 390]
 - Predicted IOU: 1.0047119855880737
 - Point Coordinates: [[462.5, 245.53125]]
 - Stability Score: 0.9785979986190796
 - Crop Box: [0, 0, 800, 582]

Segmentation 8 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 1996
 - Bounding Box: [172, 394, 48, 50]
 - Predicted IOU: 1.0041521787643433
 - Point Coordinates: [[212.5, 409.21875]]
 - Stability Score: 0.991008996963501
 - Crop Box: [0, 0, 800, 582]

Segmentation 9 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [ True  True  True ...  True  True  True]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 113716
 - Bounding Box: [0, 392, 799, 187]
 - Predicted IOU: 1.0034291744232178
 - Point Coordinates: [[137.5, 427.40625]]
 - Stability Score: 0.9641968011856079
 - Crop Box: [0, 0, 800, 582]

Segmentation 10 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 16281
 - Bounding Box: [340, 256, 101, 226]
 - Predicted IOU: 1.0015268325805664
 - Point Coordinates: [[362.5, 372.84375]]
 - Stability Score: 0.9821080565452576
 - Crop Box: [0, 0, 800, 582]

Segmentation 11 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 12259
 - Bounding Box: [330, 120, 133, 175]
 - Predicted IOU: 0.9962115287780762
 - Point Coordinates: [[462.5, 190.96875]]
 - Stability Score: 0.9634341597557068
 - Crop Box: [0, 0, 800, 582]

Segmentation 12 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 2184
 - Bounding Box: [509, 396, 61, 69]
 - Predicted IOU: 0.9904167652130127
 - Point Coordinates: [[537.5, 427.40625]]
 - Stability Score: 0.9650537371635437
 - Crop Box: [0, 0, 800, 582]

Segmentation 13 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 622
 - Bounding Box: [358, 482, 38, 21]
 - Predicted IOU: 0.9883782267570496
 - Point Coordinates: [[387.5, 500.15625]]
 - Stability Score: 0.9935794472694397
 - Crop Box: [0, 0, 800, 582]

Segmentation 14 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 560
 - Bounding Box: [402, 478, 25, 26]
 - Predicted IOU: 0.9865313172340393
 - Point Coordinates: [[412.5, 481.96875]]
 - Stability Score: 0.9822379946708679
 - Crop Box: [0, 0, 800, 582]

Segmentation 15 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 361
 - Bounding Box: [660, 383, 16, 31]
 - Predicted IOU: 0.9778174161911011
 - Point Coordinates: [[662.5, 409.21875]]
 - Stability Score: 0.9863013625144958
 - Crop Box: [0, 0, 800, 582]

Segmentation 16 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 326
 - Bounding Box: [106, 385, 20, 25]
 - Predicted IOU: 0.9736118316650391
 - Point Coordinates: [[112.5, 391.03125]]
 - Stability Score: 0.9878787994384766
 - Crop Box: [0, 0, 800, 582]

Segmentation 17 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 1781
 - Bounding Box: [376, 135, 22, 113]
 - Predicted IOU: 0.966787576675415
 - Point Coordinates: [[387.5, 172.78125]]
 - Stability Score: 0.972421407699585
 - Crop Box: [0, 0, 800, 582]

Segmentation 18 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 1149
 - Bounding Box: [358, 479, 69, 25]
 - Predicted IOU: 0.9562665224075317
 - Point Coordinates: [[362.5, 500.15625]]
 - Stability Score: 0.9666666388511658
 - Crop Box: [0, 0, 800, 582]

Segmentation 19 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 688
 - Bounding Box: [533, 407, 20, 46]
 - Predicted IOU: 0.9507281184196472
 - Point Coordinates: [[537.5, 427.40625]]
 - Stability Score: 0.9715505242347717
 - Crop Box: [0, 0, 800, 582]

Segmentation 20 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 1329
 - Bounding Box: [544, 454, 120, 15]
 - Predicted IOU: 0.9482901692390442
 - Point Coordinates: [[562.5, 463.78125]]
 - Stability Score: 0.9732142686843872
 - Crop Box: [0, 0, 800, 582]

Segmentation 21 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 1707
 - Bounding Box: [374, 71, 36, 61]
 - Predicted IOU: 0.9459723234176636
 - Point Coordinates: [[387.5, 118.21875]]
 - Stability Score: 0.967797577381134
 - Crop Box: [0, 0, 800, 582]

Segmentation 22 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 911
 - Bounding Box: [369, 63, 48, 54]
 - Predicted IOU: 0.9456807971000671
 - Point Coordinates: [[412.5, 81.84375]]
 - Stability Score: 0.9581095576286316
 - Crop Box: [0, 0, 800, 582]

Segmentation 23 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 1359
 - Bounding Box: [439, 313, 43, 38]
 - Predicted IOU: 0.93308025598526
 - Point Coordinates: [[462.5, 318.28125]]
 - Stability Score: 0.9680927991867065
 - Crop Box: [0, 0, 800, 582]

Segmentation 24 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 647
 - Bounding Box: [439, 324, 32, 25]
 - Predicted IOU: 0.9214211106300354
 - Point Coordinates: [[462.5, 336.46875]]
 - Stability Score: 0.9754977226257324
 - Crop Box: [0, 0, 800, 582]

Segmentation 25 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 224
 - Bounding Box: [301, 328, 16, 15]
 - Predicted IOU: 0.8966742157936096
 - Point Coordinates: [[312.5, 336.46875]]
 - Stability Score: 0.969298243522644
 - Crop Box: [0, 0, 800, 582]

Segmentation 26 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 185
 - Bounding Box: [454, 362, 17, 16]
 - Predicted IOU: 0.8845255970954895
 - Point Coordinates: [[462.5, 372.84375]]
 - Stability Score: 0.9945945739746094
 - Crop Box: [0, 0, 800, 582]

Segmentation 27 Info:
 - Segmentation Mask:
[[False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]
 ...
 [False False False ... False False False]
 [False False False ... False False False]
 [False False False ... False False False]]
 - Area: 477
 - Bounding Box: [121, 439, 53, 15]
 - Predicted IOU: 0.8811061382293701
 - Point Coordinates: [[162.5, 445.59375]]
 - Stability Score: 0.9590163826942444
 - Crop Box: [0, 0, 800, 582]

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