SOTA Recognition benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
ModelNet40-LS (test)	Explicit Shape Bias - SimpleShot	Accuracy0.7559	40	4d ago
ImageNet-1K		Top-1 Accuracy91	27	4d ago
Flowers	DS-SJE	Top-1 Acc65.6	16	4d ago
TU-Berlin Image Space		Top-1 Accuracy78.6	13	4d ago
QuickDraw Image Space		Top-1 Accuracy76.1	13	4d ago
MyVLM	MC-LLaVA + AL	Single Recall98.4	11	4d ago
Yo'LLaVA	MC-LLaVA + AL	Rec. Single96.2	11	4d ago
MC-LLaVA	MC-LLaVA + AL	Single Score93.2	11	4d ago
ModelNet40	Ours w/ PointBind	Top-1 Accuracy90.72	10	3d ago
Office31 Domain Generalization Standard		Accuracy (A, W -> D)99.44	10	4d ago
DeepChestVQA	3DMedAgent	Accuracy (Bronchus Lesion)65	9	4d ago
DeepTumorVQA refined subset 2025b	3DMedAgent (GPT-5)	Colon Lesion Existence82	9	4d ago
RGB-T	Ours w/ PointBind	Top-1 Accuracy69.53	8	4d ago
UrbanSound (Urban-S)	ImageBind	Top-1 Accuracy71.6	8	4d ago
OxfordPets (Base & Novel)	PromptKD	Base Accuracy96.3	6	4d ago
TU-Berlin Vector Space		Top-1 Acc62.9	6	4d ago
QuickDraw Vector Space		Top-1 Accuracy73.5	6	4d ago
ImageNet Out-of-Distribution (OOD) Suite (test)	MPM	IN-A+ Score7.4	4	4d ago
N-ImageNet-1K	Ours w/ PointBind	Top-1 Accuracy24.48	4	4d ago
N-Caltech101	Ours w/ PointBind	Top-1 Acc78.05	4	4d ago
MSR-VTT	Ours w/ PointBind	Top-1 Accuracy40.9	4	4d ago
Multi-Concept Personalized VLM Benchmark	MC-LLaVA	Recognition Rate87.8	3	4d ago
Human Perception Study	Dual Attention Suppression (DAS)	Accuracy49.6	3	4d ago

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