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chuonghm
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Refined-CIRR

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retrieval
cir
cirr
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pairid
int64
12.1k
38.8k
reference
stringlengths
12
15
target_hard
stringlengths
12
15
target_soft
dict
caption
stringlengths
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247
img_set
dict
is_refined
bool
2 classes
12,062
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Change the product name from 'Viva Vantage' to 'Viva Designs' and remove the 'Strong Scrubs' text.
{ "id": 36, "members": [ "dev-430-3-img0", "dev-63-0-img1", "dev-1028-1-img1", "dev-1028-2-img1", "dev-244-0-img0", "dev-1028-2-img0" ], "reference_rank": 4, "target_rank": 5 }
true
12,087
dev-150-2-img1
dev-138-3-img1
{"dev-1-0-img1":null,"dev-1-3-img1":null,"dev-10-0-img0":null,"dev-10-1-img0":null,"dev-10-3-img1":n(...TRUNCATED)
"a close-up portrait of a Cavalier King Charles Spaniel with long floppy ears and a sweet expression(...TRUNCATED)
{"id":114,"members":["dev-138-3-img1","dev-229-3-img1","dev-150-3-img0","dev-150-2-img1","dev-150-0-(...TRUNCATED)
true
12,095
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{"dev-1-0-img1":null,"dev-1-3-img1":null,"dev-10-0-img0":null,"dev-10-1-img0":null,"dev-10-3-img1":n(...TRUNCATED)
The jellyfish-like creature is replaced by a black stingray swimming underwater.
{"id":117,"members":["dev-787-0-img1","dev-630-3-img1","dev-1042-0-img1","dev-1037-0-img1","dev-154-(...TRUNCATED)
true
12,089
dev-150-3-img1
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{"dev-1-0-img1":null,"dev-1-3-img1":null,"dev-10-0-img0":null,"dev-10-1-img0":null,"dev-10-3-img1":n(...TRUNCATED)
The dog has a puppy of the same breed sitting next to it on the grass.
{"id":115,"members":["dev-150-3-img1","dev-150-0-img0","dev-150-0-img1","dev-138-0-img0","dev-138-1-(...TRUNCATED)
true
12,081
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{"dev-1-0-img1":null,"dev-1-3-img1":null,"dev-10-0-img0":null,"dev-10-1-img0":null,"dev-10-3-img1":n(...TRUNCATED)
Replace the diver with two sharks swimming in a coral reef environment.
{"id":48,"members":["dev-998-1-img0","dev-940-3-img0","dev-1042-2-img1","dev-1044-1-img1","dev-1004-(...TRUNCATED)
true
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{"dev-1-0-img1":null,"dev-1-3-img1":null,"dev-10-0-img0":null,"dev-10-1-img0":null,"dev-10-3-img1":n(...TRUNCATED)
The fox has blood around its mouth and is lying on grass.
{"id":122,"members":["dev-93-3-img0","dev-158-0-img1","dev-158-2-img0","dev-191-0-img0","dev-931-3-i(...TRUNCATED)
true
12,060
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{"dev-1-0-img1":null,"dev-1-3-img1":null,"dev-10-0-img0":null,"dev-10-1-img0":null,"dev-10-3-img1":n(...TRUNCATED)
"The bottles are arranged in a row from left to right, with the leftmost bottle being slightly in fr(...TRUNCATED)
{"id":36,"members":["dev-430-3-img0","dev-63-0-img1","dev-1028-1-img1","dev-1028-2-img1","dev-244-0-(...TRUNCATED)
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{"dev-1-0-img1":null,"dev-1-3-img1":null,"dev-10-0-img0":null,"dev-10-1-img0":null,"dev-10-3-img1":n(...TRUNCATED)
Change the animal from a dog to a spotted hyena standing on a dirt path.
{"id":122,"members":["dev-93-3-img0","dev-158-0-img1","dev-158-2-img0","dev-191-0-img0","dev-931-3-i(...TRUNCATED)
true
12,122
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{"dev-1-0-img1":null,"dev-1-3-img1":null,"dev-10-0-img0":null,"dev-10-1-img0":null,"dev-10-3-img1":n(...TRUNCATED)
Change the soft drink bottle to an orange-flavored Fanta bottle.
{"id":4,"members":["dev-525-3-img0","dev-1028-3-img1","dev-1002-0-img0","dev-977-2-img1","dev-483-0-(...TRUNCATED)
true
12,131
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{"dev-1-0-img1":null,"dev-1-3-img1":null,"dev-10-0-img0":null,"dev-10-1-img0":null,"dev-10-3-img1":n(...TRUNCATED)
"Replace the hyenas with a single spotted hyena lying on the ground near a fallen tree trunk, with g(...TRUNCATED)
{"id":79,"members":["dev-93-2-img0","dev-720-0-img1","dev-115-1-img0","dev-189-3-img0","dev-748-0-im(...TRUNCATED)
true
End of preview. Expand in Data Studio

CoLLM: A Large Language Model for Composed Image Retrieval

[Project Page] [Code]

Refined CIRR benchmark from the paper. Please refer to CIRR to obtain the full dataset.

Accepted at CVPR 2025

Work is a part of Summer Internship 2024 at Amazon

Please refer to our paper for details.

Citation

If you find CoLLM useful in your research, please cite the following paper:

@InProceedings{huynh2025collm,
    author    = {Huynh, Chuong and Yang, Jinyu and Tawari, Ashish and Shah, Mubarak and Tran, Son and Hamid, Raffay and Chilimbi, Trishul and Shrivastava, Abhinav},
    title     = {CoLLM: A Large Language Model for Composed Image Retrieval},
    booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
    year      = {2025}
}
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