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Text Retrieval on Flickr30K (test)

95.9R@1

ALBEF

Updated 3d ago

Evaluation Results

Method
ALBEF 2021.11	95.9	99.8	100	-	-	-	-
ALBEF(14M) 2022.11	95.9	99.8	100	-	-	-	-
SCL 2022.11	95.9	99.8	100	-	-	-	-
ALIGN 2022.11	95.3	99.8	100	-	-	-	-
TCL 2022.11	94.9	99.5	99.8	-	-	-	-
ALBEF 2021.11	94.3	99.4	99.8	-	-	-	-
METER-CLIP-ViT-Base 2021.11	94.3	99.6	99.9	-	-	-	-
ALBEF(4M) 2022.11	94.3	99.4	99.8	-	-	-	-
METER 2022.11	94.3	99.6	99.9	-	-	-	-
EVA-02-CLIP-E/14+ 2023.03	93.9	99.4	99.8	-	-	-	-
ALBEF Base 2023.10	93.4	99.5	99.6	-	-	-	-
Open CLIP-G/14 2023.03	92.9	99.3	99.8	-	-	-	-
METER-Swin-Base 2021.11	92.4	99	99.5	-	-	-	-
EVA-02-CLIP-E/14 2023.03	92.4	99.3	99.9	-	-	-	-
ALBEF LoRA 2023.10	92.1	99.2	99	-	-	-	-
EVA-01-CLIP-g/14+ 2023.03	91.6	99.3	99.8	-	-	-	-
PELA 2023.10	91.6	99.3	99.6	-	-	-	-
Open CLIP-g/14 2023.03	91.4	99.2	99.6	-	-	-	-
Open CLIP-H/14 2023.03	90.8	99.3	99.7	-	-	-	-
EVA-02-CLIP-L/14 2023.03	89.7	98.6	99.2	-	-	-	-
UNIMO-Large 2021.11	89.4	98.9	99.8	-	-	-	-
EVA-02-CLIP-L/14+ 2023.03	89.2	98.9	99.6	-	-	-	-
ERNIE-ViL 2021.02	88.7	98	99.2	-	-	-	-
Open CLIP-L/14 2023.03	88.7	98.4	99.2	-	-	-	-
EVA-01-CLIP-g/14 2023.03	88.3	98.3	99.3	-	-	-	-
CLIP 2021.02	88	98.7	99.4	-	-	-	-
VILLA 2021.02	87.9	97.5	98.8	-	-	-	-
VILLA-Large 2021.11	87.9	97.5	98.8	-	-	-	-
VILLA 2023.10	87.9	97.5	98.8	-	-	-	-
OpenAI CLIP-L/14+ 2023.03	87.4	98.3	99.3	-	-	-	-
Uniter 2021.02	87.3	98	99.2	-	-	-	-
UNITER-Large 2021.11	87.3	98	99.2	-	-	-	-
UNITER 2022.11	87.3	98	99.2	-	-	-	-
UNITER 2023.10	87.3	98	99.2	-	-	-	-
PixelBERT 2021.11	87	98.9	99.5	-	-	-	-
Visual Parsing 2021.11	87	98.4	99.5	-	-	-	-
PixelBERT 2022.11	87	98.9	99.5	-	-	-	-
ERNIE-ViL 2021.06	86.7	97.8	99	-	-	-	-
SOHO 2022.11	86.5	98.1	99.3	-	-	-	-
Open CLIP-B/16 2023.03	86.3	97.9	99.4	-	-	-	-
E2E-VLP 2021.06	86.24	97.5	98.92	-	-	-	-
Unicoder-VL 2021.02	86.2	96.3	99	-	-	-	-
Unicoder-VL 2021.06	86.2	96.3	99	-	-	-	-
UNITER 2021.06	85.9	97.1	98.8	-	-	-	-
EVA-02-CLIP-B/16 2023.03	85.7	96.7	98.9	-	-	-	-
FFF-ViT-B/32 2024.05	85.3	97.5	99.4	-	-	-	-
OpenAI CLIP-L/14 2023.03	85.2	97.3	99	-	-	-	-
Uniter 2021.02	83.6	95.7	97.7	-	-	-	-
ViLT 2021.11	83.5	96.7	98.6	-	-	-	-
OpenAI CLIP-B/16 2023.03	81.9	96.2	98.8	-	-	-	-
MMnasNet 2020.04	78.3	94.6	97.4	-	-	-	-
PixelBERT 2021.06	75.7	94.7	97.1	-	-	-	-
ALBEF ToMe 2023.10	74.8	92.6	96.4	-	-	-	-
Full-IMRAM 2020.03	74.1	93	96.6	484.2	-	-	-
VSRN* 2020.03	71.3	90.6	96	482.6	-	-	-
ALIP-ViT-B/32 2023.08	70.5	91.9	95.7	-	-	-	-
ALIP-ViT-B/32 2024.05	70.5	91.9	95.7	-	-	-	-
Text-IMRAM 2020.03	68.8	91.6	96	475.5	-	-	-
CAMP 2020.04	68.1	89.7	95.2	-	-	-	-
SCAN 2020.04	67.7	88.9	94	-	-	-	-
SCAN* 2020.03	67.4	90.3	95.8	465	-	-	-
Image-IMRAM 2020.03	67	90.5	95.6	468	-	-	-
Unicoder-VL 2021.02	64.3	86.8	92.3	-	-	-	-
SCAN 2020.04	61.8	87.5	93.7	-	-	-	-
ALBEF MaskAlign 2023.10	59	84.2	90.9	-	-	-	-
ALBEF TinyBERT 2023.10	57.6	82.8	89.9	-	-	-	-
DPC 2020.03	55.6	81.9	89.5	416.2	-	-	-
DPC 2020.04	55.6	81.9	89.5	-	-	-	-
SCO 2020.03	55.5	82	89.3	418.5	-	-	-
SCO 2020.04	55.5	82	89.3	-	-	-	-
DAN 2020.04	55	81.8	89	-	-	-	-
VSE++ 2020.04	52.9	80.5	87.2	-	-	-	-
UniCLIP-ViT-B/32 2023.08	52.3	81.6	89	-	-	-	-
UniCLIP-ViT-B/32 2024.05	52.3	81.6	89	-	-	-	-
DeCLIP-ViT-B/32 2023.08	51.4	80.2	88.9	-	-	-	-
DeCLIP-ViT-B/32 2024.05	51.4	80.2	88.9	-	-	-	-
SLIP-ViT-B/32 2023.08	47.8	76.5	85.9	-	-	-	-
SLIP-ViT-B/32 2024.05	47.8	76.5	85.9	-	-	-	-
CLIP-ViT-B/32 2023.08	34.9	63.9	75.9	-	-	-	-
CLIP-ViT-B/32 2024.05	34.9	63.9	75.9	-	-	-	-
Visual N-Grams 2021.02	15.4	35.7	45.1	-	-	-	-
PDS 2026.02	9.6	27.7	38.6	-	-	-	-
Herding 2026.02	6.9	19.1	28.1	-	-	-	-
LoRS 2026.02	5.7	16.6	25.9	-	-	-	-
TESLA-VL 2026.02	5	16.8	25.9	-	-	-	-
Image-based 2026.02	4.1	12.6	18.3	-	-	-	-
K-center 2026.02	4	14.8	22.7	-	-	-	-
CLIP score 2026.02	3.5	11.5	18.7	-	-	-	-
LAION filtering 2026.02	3.4	12.5	17.4	-	-	-	-
METER 2023.05	-	-	-	-	94.7	-	-
METER + PuMer 2023.05	-	-	-	-	93.8	1.81	38
ViLT 2023.05	-	-	-	-	78.2	-	-
ViLT + PuMer 2023.05	-	-	-	-	77.6	1.78	46