RewardMap: Tackling Sparse Rewards in Fine-grained Visual Reasoning via Multi-Stage Reinforcement Learning

RewardMap combines difficulty-aware dense rewards with a multi-stage reinforcement learning curriculum that progresses from visual perception to complex reasoning. The framework improves spatial, fine-grained visual, and general reasoning performance across six benchmarks.