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Update README.md

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@@ -33,6 +33,7 @@ A curated image dataset of human faces annotated for the presence of spectacles
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  All samples were collected from wikimedia/wit_base.
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  ## 2. Usage
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@@ -42,27 +43,35 @@ from PIL import Image
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  import os
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  # load full dataset
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- ds = load_dataset("hkanade/persons_with_spectacles")
 
 
 
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  ## 3. Columns
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- | Column | Datatype | Description |
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- |--------------------------------|---------------------------------------------|---------------------------------------------|
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- | `Image` | `struct<bytes: binary, path: string>` | Loaded as `PIL.Image.Image` |
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- | `image_url` | `string` | URL of the Wikipedia page |
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- | `embedding` | `fixed_size_list<element: double>[2048]` | ResNet‑50 embedding |
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- | `caption_attribution_description` | `string` | Caption text |
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- | `clip_emb` | `fixed_size_list<element: float>[512]` | CLIP embedding of the image |
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- | `h` | `fixed_size_list<element: double>[32]` | Hue‑channel histogram |
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- | `s` | `fixed_size_list<element: double>[32]` | Saturation‑channel histogram |
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- | `v` | `fixed_size_list<element: double>[32]` | Value‑channel histogram |
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- | `face_ok` | `bool` | Placeholder flag indicating face validity |
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- | `sim` | `float` | Cosine similarity with the query embedding |
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-
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- ## 4.Citation
 
 
 
 
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  @misc{persons_with_spectacles_2025,
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- author = {Manali Kanade (hkanade)},
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  title = {Persons with Spectacles Dataset},
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  year = {2025},
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  howpublished = {\url{https://huggingface.co/datasets/hkanade/persons_with_spectacles}}
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- }
 
 
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  All samples were collected from wikimedia/wit_base.
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+ ---
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  ## 2. Usage
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  import os
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  # load full dataset
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+ ds = load_dataset("hkanade/persons_with_spectacles")
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+ ```
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+
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+ ---
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  ## 3. Columns
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+ | Column | Datatype | Description |
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+ | --------------------------------- | ---------------------------------------- | ------------------------------------------ |
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+ | `Image` | `struct<bytes: binary, path: string>` | Image |
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+ | `image_url` | `string` | URL of the Wikipedia page |
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+ | `embedding` | `fixed_size_list<element: double>[2048]` | ResNet‑50 embedding |
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+ | `caption_attribution_description` | `string` | Caption text |
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+ | `clip_emb` | `fixed_size_list<element: float>[512]` | CLIP embedding of the image |
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+ | `h` | `fixed_size_list<element: double>[32]` | Hue‑channel histogram |
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+ | `s` | `fixed_size_list<element: double>[32]` | Saturation‑channel histogram |
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+ | `v` | `fixed_size_list<element: double>[32]` | Value‑channel histogram |
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+ | `face_ok` | `bool` | Placeholder flag indicating face validity |
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+ | `sim` | `float` | Cosine similarity with the query embedding |
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+
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+ ---
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+
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+ ## 4. Citation
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+
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+ ```bibtex
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  @misc{persons_with_spectacles_2025,
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+ author = {Hrishikesh Kanade (hkanade)},
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  title = {Persons with Spectacles Dataset},
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  year = {2025},
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  howpublished = {\url{https://huggingface.co/datasets/hkanade/persons_with_spectacles}}
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+ }
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+ ```