CoLLM - CVPR'25
Collection
Paper/Models/Datasets for CoLLM @ CVPR'25 • 4 items • Updated
pairid int64 12.1k 38.8k | reference stringlengths 12 15 | target_hard stringlengths 12 15 | target_soft dict | caption stringlengths 10 247 | img_set dict | is_refined bool 2
classes |
|---|---|---|---|---|---|---|
12,062 | dev-63-0-img1 | dev-430-3-img0 | {
"dev-1-0-img1": null,
"dev-1-3-img1": null,
"dev-10-0-img0": null,
"dev-10-1-img0": null,
"dev-10-3-img1": null,
"dev-100-0-img0": null,
"dev-100-1-img0": null,
"dev-1000-1-img0": null,
"dev-1000-2-img1": null,
"dev-1001-0-img0": null,
"dev-1001-1-img0": null,
"dev-1001-1-img1": null,
"dev-1... | 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 | dev-1042-0-img1 | dev-787-0-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) | 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 | dev-150-0-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) | 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 | dev-1042-0-img0 | dev-1044-1-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) | 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 |
12,099 | dev-12-3-img0 | dev-191-0-img0 | {"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 | dev-244-0-img0 | dev-1028-1-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) | "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) | true |
12,101 | dev-158-2-img0 | dev-158-0-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) | 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 | dev-1028-3-img1 | dev-1002-1-img0 | {"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 | dev-115-1-img0 | dev-93-2-img0 | {"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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