Hi guys, need some assistance. Recently, i generat...
# community-helpa
Aditya Verma
09/22/2025, 7:53 AMHi guys, need some assistance. Recently, i generated image embedding using ts/clip-vit-b-p32 model. Image/Similar search is not working as per expectation.
Is there anything i can do to improve the results?
Sharing example in the thread
Aditya Verma
09/22/2025, 7:57 AMFor req -
Copy code
curl --location '<https://xyz:443/multi_search>' \
--header 'X-TYPESENSE-API-KEY: xyz' \
--header 'Content-Type: application/json' \
--data '{
"searches": [
{
"collection": "variantV2",
"q": "*",
"group_by": "visualOptionId",
"per_page": "250",
"page": 1,
"max_facet_values": 999,
"exclude_fields": "imageEmbedding,textEmbedding",
"vector_query": "imageEmbedding:([], id:684fac9a992a3e58256a570a-684fac9a992a3e58256a574f"
}
]
}'Aditya Verma
09/22/2025, 7:59 AMThis is the result that i'm getting
Aditya Verma
09/22/2025, 8:01 AMThis is the order of images -
1. https://cdn.shopify.com/s/files/1/0602/3109/0429/files/DB23E985-6109-4800-9403-833909A99229.jpg?v=1752497185
2. https://cdn.shopify.com/s/files/1/0602/3109/0429/files/FB49BA18-9D89-4176-B11F-E079863ADB22.jpg?v=1752750377
3. https://cdn.shopify.com/s/files/1/0704/0453/8531/files/1_a6f9e428-1a30-457a-a19c-e492f798621a.jpg?v=1747339293
4. https://cdn.shopify.com/s/files/1/0763/0304/0808/files/d01370b1-da8d-4045-9a44-9c956b76b454.jpg?v=1752657966
and many more
Ideally all the red dresses should come first right?
a
Alan Martini
09/22/2025, 2:51 PMHi @Aditya Verma,
CLIP (ts/clip-vit-b-p32) optimizes for overall semantics (pose, silhouette, style, setting) more than strict color.
You can still try tweaking the k (>= per_page) and distance_threshold vector_query parameters. It would also be beneficial to temporarily disable group_by to ensure that no similar results are grouped together.
m
Max Priazhevskii
09/25/2025, 9:54 AMcan also try using multiple fields for embedding, not just image but also category and colour, for example