Within the unified framework of boundary scattering--time geometry, this paper systematically characterizes the relationship between ``time equivalence class'' and ``the world picture seen by observers,'' addressing a natural question: within the same time equivalence class, why do different observers provide significantly different descriptions of time and geometric structure? We start from a set of fundamental invariants---time scale mother ruler \kappa(\omega), relative topological class [K]\in H^2(Y,\partial Y;Z_2), K^1 class [u]\in K^1(X^\circ) of scattering family, and generalized entropy variation data S_{gen},\delta^2 S_{rel}---to define a unified equivalence relation of time--geometry--topology on the total space Y=M\times X^\circ. We then introduce the observer profile category Obs, whose elements consist of resolution, coupling structure, and coarse-graining rules, and construct a projection functor F_O from the invariant layer to ``observable time geometry.'' We prove: F_O must factorize through the time equivalence class, meaning all differences between different observers can only arise from multi-scale structures, phase structures, and layers resembling ``smooth structures,'' but cannot change the underlying causal order and topological ledger. On this basis, we distinguish and geometrize three types of ``seeing differently'': (1) Multi-scale self-similarity and fractal-like behavior: define the action of scale transformation semigroup R_s on time equivalence classes, propose a rigorous definition of ``multi-scale self-similar time geometry,'' and provide a solvable one-dimensional scattering model; (2) Phase transitions and phase structure of time geometry: introduce order parameters and critical manifolds for time geometry in parameter space, distinguishing different thermodynamic phases on the same equivalence class from ``topological phase transitions'' (jumps in [K] or [u]); (3) 4D topological analogy and exotic time structures: using Freedman's proof of the four-dimensional topological generalized Poincar\'{e} conjecture, Donaldson's constraints on smooth four-dimensional manifolds, and the existence of exotic R^4 as reference, we propose a picture of ``topological type--smooth type separation of time geometry'' and define a working concept of ``exotic time structure.'' Through this we obtain an analogy: time equivalence class corresponds to the ``topological type'' of time geometry, while time manifolds seen by different observers correspond to different ``smooth/phase structures'' on the same topological type. Finally, we provide a five-layer topological relation diagram represented in mermaid, organizing the invariant layer, carrier layer, structure layer, phase/phenomenon layer, and observation/engineering layer into a rigorous conceptual geometric picture. Appendices provide detailed categorified definitions and proofs of time equivalence class and observer projection, analytical derivation of fractals and phase transitions in one-dimensional scattering toy models, and mathematical background synopsis of several theorems and propositions involved in the 4D topological analogy.