SOTA Detection benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
nuScenes (val)	BIRANet	mAP72.3	23	4mo ago
TweetEval hate	SC	Macro F167.53	21	4mo ago
CareQA-Vision Adversarial (test)	Aloe-Vision	Base Accuracy82	20	26d ago
KUMC	PolypSegTrack	F1 Score91.1	20	4mo ago
Synthetic IoUT deployment (test)	HFL-NoCoop	Participation Rate100	16	4mo ago
IRSTD-1k	ECFNet	mAP5089.23	15	1mo ago
Unseen Datasets Average	ViT	Accuracy77.12	14	3mo ago
KUMC (test)	FPRL	F1 Score89.8	14	3mo ago
MRI-VQA image-level (test)	Qwen3-VL-8B-SGMRIVQA	A-Score0.9511	11	3mo ago
RAID Reviews	Multi-View Gaussian Process Detector	AUC@1%89.5	10	1mo ago
AVG	Early Fusion	AUC0.897	10	4mo ago
CocoGlide		AUC0.778	10	4mo ago
SGMRI-VQA Volume-level (test)	Qwen3-VL-8B-SGMRIVQA	A-Score99.18	9	3mo ago
T-IC13 adapted (test)	DocShield	Accuracy91.2	9	3mo ago
T-SROIE dense text for robustness (test)	Gemini-2.5-Pro	Accuracy99.9	8	3mo ago
RealText proposed (test)	DocShield	Accuracy91.4	8	3mo ago
StethoBench (test)	StethoLM	BERTScore70.4	8	4mo ago
StethoBench	StethoLM	ROUGE-143.4	8	4mo ago
Algospeak		Unknown Word Detection4.7484	7	2mo ago
Algospeak Phonetic 1.0 (test)		Adjusted R20.99	7	2mo ago
Algospeak Code 1.0 (test)		Adjusted R21	7	2mo ago
Algospeak Paraphrase 1.0 (test)		Adjusted R20.99	7	2mo ago
Algospeak (Emotion) 1.0 (test)		Adjusted R20.99	7	2mo ago
Algospeak Abbreviation 1.0 (test)		Adjusted R20.98	7	2mo ago
Algospeak New word 1.0 (test)		Adjusted R20.99	7	2mo ago

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