An asynchronous delta modulator fabricated in 65nm CMOS encodes biopotentials as spikes with 60.73 nJ/spike energy consumption, 80% F1-score, and a compact 73.45 um by 73.64 um pixel area.
A 128×128 120 db 15µs latency asynchronous temporal contrast vision sensor,
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Recurrent models reach 0.285 mAP50 from scratch and 0.329 mAP50 with GEN1 pretraining on MTevent, delivering a 9.6% gain over the 0.260 non-recurrent baseline while showing domain-specific pretraining effects.
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An Asynchronous Delta Modulator for Spike Encoding in Event-Driven Brain-Machine Interface
An asynchronous delta modulator fabricated in 65nm CMOS encodes biopotentials as spikes with 60.73 nJ/spike energy consumption, 80% F1-score, and a compact 73.45 um by 73.64 um pixel area.
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Benchmarking Recurrent Event-Based Object Detection for Industrial Multi-Class Recognition on MTevent
Recurrent models reach 0.285 mAP50 from scratch and 0.329 mAP50 with GEN1 pretraining on MTevent, delivering a 9.6% gain over the 0.260 non-recurrent baseline while showing domain-specific pretraining effects.