Le Bain, aka The Bathers is notable for its innovative composition, which breaks with traditional rules of perspective and creates a sense of flatness and abstraction. The figures in the painting are placed in the foreground, while the landscape behind them is flattened and almost realistic in its depiction. The painting also features bold, strong colours and a distinctive use of light and shadow, which contributes to the overall sense of realism and immediacy.