What is recorded here?
Combined hardware-aware architecture search, NetAdapt and manual architecture changes for mobile CPUs, with a lightweight LR-ASPP dense-prediction decoder.
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Scientific scope
Automated architecture search and NetAdapt helped select network designs; human architectural changes and evaluation also contributed. Inherits MobileNetV2, NAS, NetAdapt and squeeze-excitation. Acquired delta is specific joint search/design and decoder system, not first hardware-aware NAS. Small/Large variants are one contribution and measured latency depends on device/runtime.
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People and systems
Andrew Howard; Mark Sandler; Grace Chu; Liang-Chieh Chen; Bo Chen; Mingxing Tan; Weijun Wang; Yukun Zhu; Ruoming Pang; Vijay Vasudevan; Quoc V. Le; Hartwig Adam
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MobileNetV3 architecture search and NetAdapt · Not recorded: research execution is source-reported, not provider-attested · Not applicable: no language-model version identified for this search
Automated architecture search and NetAdapt helped select network designs; human architectural changes and evaluation also contributed.. Source-reported attribution; provider attestation is unavailable.
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English catalogue narrative
MobileNetV3: hardware-aware search and efficient mobile vision integration
Combined hardware-aware architecture search, NetAdapt and manual architecture changes for mobile CPUs, with a lightweight LR-ASPP dense-prediction decoder.
Scientific scope
Automated architecture search and NetAdapt helped select network designs; human architectural changes and evaluation also contributed. Inherits MobileNetV2, NAS, NetAdapt and squeeze-excitation. Acquired delta is specific joint search/design and decoder system, not first hardware-aware NAS. Small/Large variants are one contribution and measured latency depends on device/runtime.
People and systems
Andrew Howard; Mark Sandler; Grace Chu; Liang-Chieh Chen; Bo Chen; Mingxing Tan; Weijun Wang; Yukun Zhu; Ruoming Pang; Vijay Vasudevan; Quoc V. Le; Hartwig Adam
MobileNetV3 architecture search and NetAdapt / Not recorded: research execution is source-reported, not provider-attested / Not applicable: no language-model version identified for this search: Automated architecture search and NetAdapt helped select network designs; human architectural changes and evaluation also contributed. (source reported).