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Image Classification on 8 Vision Tasks Aggregate (ViT-B/32 ViT-L/14 average)

94.3Accuracy

NPS

Updated 4d ago

Evaluation Results

Method	Links
NPS 2025.05		94.3	18	-	-	-	-	-	-	-	-
Fine-tuned 2025.05		94.2	79.1	-	-	-	-	-	-	-	-
Individual 2025.11		94.2	-	82.3	92.4	97.4	100	98.1	99.2	99.7	84.1
TallS+TIES 2025.05		93.6	23.1	-	-	-	-	-	-	-	-
Traditional MTL 2025.11		93.5	-	80.8	90.6	96.3	96.3	97.6	99.1	99.6	84.4
MDA AM 2025.11		92.7	-	79.1	91	94.7	98.9	95.9	97.9	99.7	84
MDA TA 2025.11		92	-	79.1	90.6	94.7	98.7	95.6	97	99.6	80.4
AWD AM 2025.11		91.5	-	79.8	90.6	91.8	97	93.9	98.4	99.2	81.1
TSV TA 2025.11		91.3	-	78.3	90	94.1	98.5	95.2	96.1	99.5	78.9
ISO AM 2025.11		91.1	-	79.9	90.9	94.8	98.3	91.4	95.5	99.2	79.2
Concrete AM 2025.11		91.1	-	77.8	91.2	92.1	97	94.4	97.9	99	79.5
AdaMerging++ 2025.11		91	-	79.4	90.3	91.6	97.4	93.4	97.5	99	79.2
NPS 2025.05		90.9	5.9	-	-	-	-	-	-	-	-
AdaMerging 2025.11		90.8	-	79	90.3	90.8	96.2	93.4	98	99	79.9
Fine-tuned 2025.05		90.5	23.3	-	-	-	-	-	-	-	-
TallS+TIES 2025.05		90.2	7.1	-	-	-	-	-	-	-	-
Representation Surgery 2025.11		89	-	75.7	84.4	93.1	98.8	91.3	93.4	99.1	76.1
DOGE TA 2025.11		88.8	-	76.7	87.7	91.6	96.2	94.4	93.4	98.9	71.6
AWD TA 2025.11		87.5	-	76.2	85.4	88.7	96.1	92.4	92.3	99.3	69.4
PCB-Merging 2025.11		87.5	-	76.8	86.2	89.4	96.5	88.3	91	98.6	73.6
Concrete TA 2025.11		87.4	-	86.2	66.9	96.7	93.4	99.1	89	74.6	93.6
TIES 2025.05		86	11	-	-	-	-	-	-	-	-
Ties-Merging 2025.11		86	-	76.5	85	89.3	95.7	90.3	83.3	99	68.8
Consensus Merging 2025.11		85.2	-	75	84.3	89.4	95.6	88.3	82.4	98.9	68
Task Arithmetic 2025.05		84.5	11	-	-	-	-	-	-	-	-
Task Arithmetic 2025.11		84.5	-	73.9	82.1	86.6	94.1	87.9	86.7	98.9	65.6
Zero-shot 2025.05		74.5	11	-	-	-	-	-	-	-	-
TIES 2025.05		73.6	3.6	-	-	-	-	-	-	-	-
Task Arithmetic 2025.05		70.1	3.6	-	-	-	-	-	-	-	-
Pre-trained 2025.11		64.5	-	66.8	77.7	71	59.9	58.4	50.5	76.3	55.3
Zero-shot 2025.05		62.3	3.6	-	-	-	-	-	-	-	-