Recognition

Benchmarks

Dataset Name	SOTA Method	Metric
ImageNet-1K		Top-1 Accuracy91	42	1mo ago
ModelNet40-LS (test)	Explicit Shape Bias - SimpleShot	Accuracy0.7559	40	1mo ago
Flowers	DS-SJE	Top-1 Acc65.6	16	1mo ago
DeepTumorVQA	RadFM	Colon Lesion Existence89.3	13	22d ago
TU-Berlin Image Space		Top-1 Accuracy78.6	13	1mo ago
QuickDraw Image Space		Top-1 Accuracy76.1	13	1mo ago
MyVLM	MC-LLaVA + AL	Single Recall98.4	11	1mo ago
Yo'LLaVA	MC-LLaVA + AL	Rec. Single96.2	11	1mo ago
MC-LLaVA	MC-LLaVA + AL	Single Score93.2	11	1mo ago
ModelNet40	Ours w/ PointBind	Top-1 Accuracy90.72	10	1mo ago
Office31 Domain Generalization Standard		Accuracy (A, W -> D)99.44	10	1mo ago
DeepChestVQA	3DMedAgent	Accuracy (Bronchus Lesion)65	9	1mo ago
DeepTumorVQA refined subset 2025b	3DMedAgent (GPT-5)	Colon Lesion Existence82	9	1mo ago
RGB-T	Ours w/ PointBind	Top-1 Accuracy69.53	8	1mo ago
UrbanSound (Urban-S)	ImageBind	Top-1 Accuracy71.6	8	1mo ago
OxfordPets (Base & Novel)	PromptKD	Base Accuracy96.3	6	1mo ago
TU-Berlin Vector Space		Top-1 Acc62.9	6	1mo ago
QuickDraw Vector Space		Top-1 Accuracy73.5	6	1mo ago
This-is-my Single Concept, 1 Reference View 32	RAP	Precision83.4	4	1mo ago
Yo'LLaVA Single Concept, 1 Reference View 24	Ego	Precision77.2	4	1mo ago
MyVLM Single Concept, 1 Reference View	Ego	Precision86	4	1mo ago
ImageNet Out-of-Distribution (OOD) Suite (test)	MPM	IN-A+ Score7.4	4	1mo ago
N-ImageNet-1K	Ours w/ PointBind	Top-1 Accuracy24.48	4	1mo ago
N-Caltech101	Ours w/ PointBind	Top-1 Acc78.05	4	1mo ago
MSR-VTT	Ours w/ PointBind	Top-1 Accuracy40.9	4	1mo ago

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