Cell membrane is a vital barrier to protect the cell from outside damage and involved in many biochemical processes. It is of great significance to label the cell membrane to explore its function. However, due to the complex and dynamic nature of cell membrane, precisely and firmly labeling the cell membrane simultaneously is still a challenge. Herein, we report a peptide-conjugated aggregation-induced emission fluorogen (AIEgen), named RTP. RTP mainly consists of three components. (1) RGD peptide (R), which can specifically bind to integrin v 3 on cell membrane through ligand-receptor interaction. ( 2) T-MY (T), an AIE-active tetraphenylethene derivative for fluorescent imaging. (3) Palmitic acid modified peptide Pal-RRRR (P), in which Pal is inserted into the lipid on the cell membrane by hydrophobic interaction, and RRRR is combined with the negatively charged cell membrane through electrostatic interaction. RTP can precisely label the tumor cells with high integrin v 3 expression, firmly trace the cell membrane for up to 4 hours, and has strong resistance to photobleaching. Moreover, RTP achieves tumor specific imaging by labeling cell membrane in vivo. Utilizing multiple weak interactions between the fluorescent probe and cell membrane provides a new strategy for precise and firm imaging of cell membrane simultaneously.