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Image-to-Text Retrieval on COCO

85.4R@1

BLIP2

Updated 9d ago

Evaluation Results

Method
BLIP2 2026.01	85.4	97	-	-	-	-	-	-
VisionTrim 2026.01	85.1	97	-	-	-	-	-	-
Turbo 2026.01	84.2	96.2	-	-	-	-	-	-
MADTP 2024.03	79.1	94.2	97.2	-	-	-	-	-
UPop 2024.03	77.4	93.4	97	-	-	-	-	-
AAPE 2024.10	76.7	94.5	97.4	-	-	-	-	-
ObjEmbed 2026.02	75.7	-	-	-	-	-	-	-
ObjEmbed 2026.02	75.2	-	-	-	-	-	-	-
FG-CLIP2 2026.02	74.6	-	-	-	-	-	-	-
Oscar 2024.10	73.5	92.2	96	-	-	-	-	-
ELIP 2024.03	72	91.9	95.9	-	-	-	-	-
SigLIP 2 2026.02	71.7	-	-	-	-	-	-	-
ToMe 2024.03	71.5	91.6	95.9	-	-	-	-	-
SigLIP2 2026.01	71.5	-	-	-	-	-	-	-
UME-R1 2026.02	71.4	-	-	-	-	-	-	-
SigLIP2 2026.02	71	-	-	-	-	-	-	-
EVA-CLIP-8B 2026.02	70.3	-	-	-	-	-	-	-
SigLIP 2026.02	70.2	-	-	-	-	-	-	-
Qwen3-VL-Embedding 2026.02	69.6	-	-	-	-	-	-	-
SigLIP 2026.01	69.6	-	-	-	-	-	-	-
VersaViT 2026.02	69.5	-	-	-	-	-	-	-
SigLIP2 2026.01	68.9	-	-	-	-	-	-	-
MobileCLIP-B 2023.11	68.8	-	-	-	-	-	-	-
MobileCLIP-B (LT) 2023.11	68.7	-	-	-	-	-	-	-
Llip 2024.10	68.1	87.6	92.5	-	-	-	-	-
GME 2026.02	67.8	-	-	-	-	-	-	-
GME 2026.02	67.3	-	-	-	-	-	-	-
VeCLIP-B/16 2023.11	67.2	-	-	-	-	-	-	-
EViT 2024.03	66.8	88.9	93.9	-	-	-	-	-
MetaCLIP2 2026.02	66.8	-	-	-	-	-	-	-
Ensemble Teacher 2023.11	66.5	-	-	-	-	-	-	-
SmartCLIP 2026.02	66	-	-	-	-	-	-	-
SigLIP-B/16 2023.11	65.7	-	-	-	-	-	-	-
SigLIP 2024.10	65.4	85.1	91.1	-	-	-	-	-
DeBias-CLIP 2026.02	65.1	-	-	-	-	-	-	-
SigLIP 2026.01	64.5	-	-	-	-	-	-	-
LongD-CLIP 2026.02	64.4	-	-	-	-	-	-	-
EVA-CLIP 2026.02	64.2	-	-	-	-	-	-	-
DINOv3 2026.02	63.7	-	-	-	-	-	-	-
CLIP* L/14 2023.06	63.7	-	-	-	-	-	-	-
MobileCLIP-S2 2023.11	63.4	-	-	-	-	-	-	-
FineLIP 2026.02	63.4	-	-	-	-	-	-	-
MulCLIP 2025.12	62.86	83.44	-	-	-	-	-	-
GOAL 2025.12	62.82	84.04	-	-	-	-	-	-
Long-CLIP 2026.02	62.8	-	-	-	-	-	-	-
VLM2Vec-V2 2026.02	62.6	-	-	-	-	-	-	-
CapPa L/14 2023.06	62.6	-	-	-	-	-	-	-
CapPa L/14 2023.06	62.6	-	-	-	-	-	-	-
TULIP 2026.02	62.6	-	-	-	-	-	-	-
Unicoder-VL 2024.10	62.3	87.1	92.8	-	-	-	-	-
Long-CLIP + GMAIL 2026.02	62.3	84.1	91.2	-	-	-	-	-
CLIP* L/14 2023.06	62.3	-	-	-	-	-	-	-
CLIP* L/14 2023.06	62.3	-	-	-	-	-	-	-
MobileCLIP-S1 2023.11	62.2	-	-	-	-	-	-	-
SmartCLIP 2026.02	61.9	-	-	-	-	-	-	-
DeBias-CLIP 2026.02	61.3	-	-	-	-	-	-	-
GOAL 2025.12	61.12	83.3	-	-	-	-	-	-
MulCLIP 2025.12	60.76	83	-	-	-	-	-	-
CLIP* L/14 2023.06	60.7	-	-	-	-	-	-	-
CLIP* L/14 2023.06	60.7	-	-	-	-	-	-	-
VersaViT 2026.02	60.5	-	-	-	-	-	-	-
DFN-B/16 2023.11	60.4	-	-	-	-	-	-	-
CapPa L/14 2023.06	60.3	-	-	-	-	-	-	-
CapPa L/14 2023.06	60.3	-	-	-	-	-	-	-
LAION-B/16 2023.11	59.4	-	-	-	-	-	-	-
DataComp-B/16 2023.11	59.4	-	-	-	-	-	-	-
LongD-CLIP 2026.02	59.4	-	-	-	-	-	-	-
FineLIP 2025.12	59.14	82	-	-	-	-	-	-
FineLIP 2025.12	58.8	81.94	-	-	-	-	-	-
MobileCLIP-S0 2023.11	58.7	-	-	-	-	-	-	-
OpenAI-B/16 2023.11	58.7	-	-	-	-	-	-	-
EVA02-B/16 2023.11	58.7	-	-	-	-	-	-	-
FineLIP 2026.02	58.7	-	-	-	-	-	-	-
CLIP 2024.10	58.4	81.5	88.1	-	-	-	-	-
CLIP* (16k) 2023.06	58.2	-	-	-	-	-	-	-
MTV 2026.01	58.1	-	-	-	-	-	-	-
CLIP 2026.02	58	-	-	-	-	-	-	-
DataComp-B/32-256 2023.11	57.9	-	-	-	-	-	-	-
CLIP* L/14 2023.06	57.7	-	-	-	-	-	-	-
CLIP 2025.12	57.68	80.2	-	-	-	-	-	-
Long-CLIP 2026.02	57.6	-	-	-	-	-	-	-
Long-CLIP 2026.02	57.2	80.8	87.8	-	-	-	-	-
MTV 2026.01	57.1	-	-	-	-	-	-	-
CLIP* (16k) 2023.06	57	-	-	-	-	-	-	-
CLIP* 2023.06	57	-	-	-	-	-	-	-
TinyCLIP-63M/32 2023.11	56.9	-	-	-	-	-	-	-
GOAL 2025.12	56.84	80.2	-	-	-	-	-	-
CLIP + GMAIL 2026.02	56.8	80.1	87.2	-	-	-	-	-
TULIP 2026.02	56.8	-	-	-	-	-	-	-
CLIP* (8k) 2023.06	56.7	-	-	-	-	-	-	-
FineLIP 2025.12	56.68	80.14	-	-	-	-	-	-
CapPa L/14 2023.06	56.6	-	-	-	-	-	-	-
CLIP L/14 2023.06	56.6	-	-	-	-	-	-	-
CLIP L/14 2023.06	56.6	-	-	-	-	-	-	-
CLIP-L 2026.02	56.3	-	-	-	-	-	-	-
CLIP 2026.01	56.3	-	-	-	-	-	-	-
LAION-B/32 2023.11	56.2	-	-	-	-	-	-	-
CLIP* (8k) 2023.06	56.1	-	-	-	-	-	-	-
CLIP 2026.02	56.1	-	-	-	-	-	-	-
GOAL 2025.12	55.82	79.1	-	-	-	-	-	-

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