Near-infrared
(NIR) luminescent materials are attracting much attention
as the promising applications in food composition analysis, night
vision, biosensors, and so on. Besides Cr3+ ions, other
ions such as Eu2+, Ce3+, and Bi3+, etc. recently also exhibit remarkable broadband NIR light emission
in inorganic hosts. The key issues are to optimize their photoluminescence
quantum yield and reveal an unclear “structure-luminescence”
relationship. Herein, photoluminescence properties of NIR luminescent
materials without Cr3+ are systematically summarized. Importantly,
we propose a significant influence of local crystal structure on NIR
luminescence properties. These strategies contain (i) ligand covalency,
(ii) strong crystal field and distorted lattice, (iii) selective sites
occupation, and (iv) mixed valences and doping level control. The
proposed “structure-luminescence” relationship can provide
a new insight into exploit NIR luminescent materials and optimize
current luminescent materials. Furthermore, the concept of “high-throughput
DFT prediction-crystal structure design-photoluminescence performances
optimization” is summarized to swiftly develop targeted NIR
luminescent materials. Subsequently, energy transfer strategies and
application prospects are summarized in detail. This review discusses
the relationship between crystal structure and NIR light emission
based on a high-throughput method. The proposed concept can offer
a guidance to exploit a series of novel NIR luminescent materials
and clarify underlying luminescence mechanisms.