Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval

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Benchmark Model Rank Results
zero-shot-composed-image-retrieval-zs-cir-onOSrCIR (CLIP G/14)#9mAP@10: 31.14
zero-shot-composed-image-retrieval-zs-cir-onOSrCIR (CLIP L/14)#15mAP@10: 25.33
zero-shot-composed-image-retrieval-zs-cir-onOSrCIR (CLIP B/32)#22mAP@10: 19.17
zero-shot-composed-image-retrieval-zs-cir-on-1OSrCIR (CLIP G/14)#6R@1: 37.26R@5: 67.25R@10: 77.33
zero-shot-composed-image-retrieval-zs-cir-on-1OSrCIR (CLIP L/14)#14R@1: 29.45R@5: 57.68R@10: 69.86
zero-shot-composed-image-retrieval-zs-cir-on-1OSrCIR (CLIP B/32)#17R@1: 25.42R@5: 54.54R@10: 68.19
zero-shot-composed-image-retrieval-zs-cir-on-11OSrCIR (CLIP G/14)#1A-R@1: 19.6
zero-shot-composed-image-retrieval-zs-cir-on-11OSrCIR (CLIP L/14)#2A-R@1: 17.9
zero-shot-composed-image-retrieval-zs-cir-on-11OSrCIR (CLIP B/32)#3A-R@1: 17.4
zero-shot-composed-image-retrieval-zs-cir-on-2OSrCIR (CLIP G/14)#7(Recall@10+Recall@50)/2: 47.34
zero-shot-composed-image-retrieval-zs-cir-on-2OSrCIR (CLIP B/32)#17(Recall@10+Recall@50)/2: 42.87
zero-shot-composed-image-retrieval-zs-cir-on-2OSrCIR (CLIP L/14)#18(Recall@10+Recall@50)/2: 42.82

Rank counts only results with a code link.