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1. SETR SETR Public

   [CVPR 2021 & IJCV 2024] Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers

   Python 1.1k 148

2. SOFT SOFT Public

   [NeurIPS 2021 Spotlight] & [IJCV 2024] SOFT: Softmax-free Transformer with Linear Complexity

   Python 310 26

3. SeaFormer SeaFormer Public

   [ICLR 2023 & IJCV 2025] SeaFormer: Squeeze-enhanced Axial Transformer

   Python 364 26

4. 4d-gaussian-splatting 4d-gaussian-splatting Public

   [ICLR 2024] Real-time Photorealistic Dynamic Scene Representation and Rendering with 4D Gaussian Splatting

   Python 1k 78

5. Semantic-Segment-Anything Semantic-Segment-Anything Public

   Automated dense category annotation engine that serves as the initial semantic labeling for the Segment Anything dataset (SA-1B).

   Python 2.3k 142

6. PVG PVG Public

   [IJCV 2026] Periodic Vibration Gaussian: Dynamic Urban Scene Reconstruction and Real-time Rendering

   Python 368 16