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Image Retrieval
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CIRR
Image Retrieval on CIRR
Metric: R@10 (higher is better)
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Model name (A→Z)
#
Model
↕
R@10
▼
Extra Data
Paper
Date
↕
Code
1
CoLLM (finetuned - BLIP-L/16)
84.7
No
CoLLM: A Large Language Model for Composed Image...
2025-03-25
Code
2
CoVR-BLIP-2
83.95
No
CoVR-2: Automatic Data Construction for Composed...
2023-08-28
Code
3
IP-CIR + LDRE (CLIP G/14)
80
No
Imagine and Seek: Improving Composed Image Retri...
2024-11-24
-
4
SEIZE (CLIP G/14)
79.42
No
-
-
Code
5
CoLLM (Pretrained - BLIP-L/16)
78.6
No
CoLLM: A Large Language Model for Composed Image...
2025-03-25
Code
6
ImageScope (CLIP-ViT-L/14)
78.05
No
ImageScope: Unifying Language-Guided Image Retri...
2025-03-13
Code
7
MagicLens (CoCa L)
77.9
No
MagicLens: Self-Supervised Image Retrieval with ...
2024-03-28
Code
8
OSrCIR (CLIP G/14)
77.33
No
Reason-before-Retrieve: One-Stage Reflective Cha...
2024-12-15
Code
9
SCOT (WACV 2025)
74.48
No
SCOT: Self-Supervised Contrastive Pretraining Fo...
2025-01-12
-
10
MagicLens (CLIP L)
74.4
No
MagicLens: Self-Supervised Image Retrieval with ...
2024-03-28
Code
11
CoLLM (Pretrained - CLIP-L/14)
72.8
No
CoLLM: A Large Language Model for Composed Image...
2025-03-25
Code
12
IP-CIR + LDRE (CLIP L/14)
71.21
No
Imagine and Seek: Improving Composed Image Retri...
2024-11-24
-
13
OSrCIR (CLIP L/14)
69.86
No
Reason-before-Retrieve: One-Stage Reflective Cha...
2024-12-15
Code
14
OSrCIR (CLIP B/32)
68.19
No
Reason-before-Retrieve: One-Stage Reflective Cha...
2024-12-15
Code
#1
CoLLM (finetuned - BLIP-L/16)
SOTA
84.7
R@10
· 2025-03-25
CoLLM: A Large Language Model for Composed Image Retrieval
Code
#2
CoVR-BLIP-2
SOTA
83.95
R@10
· 2023-08-28
CoVR-2: Automatic Data Construction for Composed Video Retrieval
Code
#3
IP-CIR + LDRE (CLIP G/14)
80
R@10
· 2024-11-24
Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy
#4
SEIZE (CLIP G/14)
79.42
R@10
No paper
Code
#5
CoLLM (Pretrained - BLIP-L/16)
78.6
R@10
· 2025-03-25
CoLLM: A Large Language Model for Composed Image Retrieval
Code
#6
ImageScope (CLIP-ViT-L/14)
78.05
R@10
· 2025-03-13
ImageScope: Unifying Language-Guided Image Retrieval via Large Multimodal Model Collective Reasoning
Code
#7
MagicLens (CoCa L)
77.9
R@10
· 2024-03-28
MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
Code
#8
OSrCIR (CLIP G/14)
77.33
R@10
· 2024-12-15
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
Code
#9
SCOT (WACV 2025)
74.48
R@10
· 2025-01-12
SCOT: Self-Supervised Contrastive Pretraining For Zero-Shot Compositional Retrieval
#10
MagicLens (CLIP L)
74.4
R@10
· 2024-03-28
MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
Code
#11
CoLLM (Pretrained - CLIP-L/14)
72.8
R@10
· 2025-03-25
CoLLM: A Large Language Model for Composed Image Retrieval
Code
#12
IP-CIR + LDRE (CLIP L/14)
71.21
R@10
· 2024-11-24
Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy
#13
OSrCIR (CLIP L/14)
69.86
R@10
· 2024-12-15
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
Code
#14
OSrCIR (CLIP B/32)
68.19
R@10
· 2024-12-15
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
Code