Two-dimensional (2D) topological insulators (TIs) are recently recognized states of quantum matter that are highly interesting for lower-power-consuming electronic devices owing to their nondissipative transport properties protected from backscattering. So far, only few 2D TIs, suffering from small bulk band gap ($l10\phantom{\rule{0.16em}{0ex}}\mathrm{meV}$), have been experimentally confirmed. Here, through first-principles calculations, we propose a family of 2D TIs in group-11 chalcogenide 2D crystals, ${M}_{2}\mathrm{Te}\phantom{\rule{0.28em}{0ex}}(M=\mathrm{Cu},\phantom{\rule{0.16em}{0ex}}\mathrm{Ag})$. The nontrivial topological states in $\mathrm{C}{\mathrm{u}}_{2}\mathrm{Te}$ and $\mathrm{A}{\mathrm{g}}_{2}\mathrm{Te}$ 2D crystals, identified by topological invariant and edge state calculations, exhibit sizeable bulk gaps of 78 and 150 meV, respectively, suggesting that they are candidates for room-temperature applications. Moreover, strain engineering leads to effective control of the nontrivial gaps of $\mathrm{C}{\mathrm{u}}_{2}\mathrm{Te}$ and $\mathrm{A}{\mathrm{g}}_{2}\mathrm{Te}$, and a topological phase transition can be realized in $\mathrm{C}{\mathrm{u}}_{2}\mathrm{Te}$, while the nontrivial phase in $\mathrm{A}{\mathrm{g}}_{2}\mathrm{Te}$ is stable against strain. Their dynamic and thermal stabilities are further confirmed by employing phonon calculations and ab initio molecular dynamic simulations.