Research map / Probabilistic and scientific modeling / Causal discovery
GaitGCI: Generative Counterfactual Intervention for Gait Recognition
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add counterfactual intervention learning (CIL) (ablation) | GaitGCI backbone · CASIA-B | Rank-1 mean (%): 1.6% | Helped |
| Add generative factual attention (GFA) (ablation) | CIL · CASIA-B | Rank-1 mean (%): 0.9% | Helped |
| Add generative counterfactual attention (GCA) (ablation) | CIL · CASIA-B | Rank-1 mean (%): 0.8% | Helped |
| Use both GFA and GCA (ablation) | CIL · CASIA-B | Rank-1 mean (%): 1.4% | Helped |
| Replace static convolution with dynamic convolution (ablation) | DCDC · CASIA-B | Rank-1 mean (%): 92.1 -> 92.6 | Helped |
| Add matrix decomposition to dynamic convolution (ablation) | DCDC · CASIA-B | Rank-1 mean (%): 92.6 -> 92.7 | Helped |
| Add the rank-based diversity constraint to matrix-decomposed dynamic convolution (ablation) | DCDC · CASIA-B | Rank-1 mean (%): 92.7 -> 93.1 | Helped |
| Increase GaitGCI channel capacity from C to 1.5C (ablation) | GaitGCI · CASIA-B | Rank-1 mean (%): 93.1 -> 94.0 | Helped |
| Increase GaitGCI channel capacity from 1.5C to 2C (ablation) | GaitGCI · CASIA-B | Rank-1 mean (%): 94.0 -> 94.5 | Helped |
| Use GaitGCI instead of 3DLocal | Gait recognition · OU-MVLP | Rank-1 mean (%): 90.9 -> 92.1 | Helped |
| Use GaitGCI instead of GaitGL | Silhouette-based gait recognition · GREW | Rank-1 (%): 47.3 -> 68.5 | Helped |
| Use GaitGCI instead of SMPLGait | Gait recognition · Gait3D, 128×88 | Rank-1 (%): 53.2 -> 57.2 | Helped |
Closest papers by meaning
- Gait Recognition via Collaborating Discriminative and Generative Diffusion Models (AAAI 2026 · similarity 0.88)
- On Denoising Walking Videos for Gait Recognition (CVPR 2025 · similarity 0.86)
- Learning Visual Prompt for Gait Recognition (CVPR 2024 · similarity 0.86)
- Cross-Covariate Gait Recognition: A Benchmark (AAAI 2024 · similarity 0.85)
- RA-GAR: A Richly Annotated Benchmark for Gait Attribute Recognition (AAAI 2025 · similarity 0.83)
- BiggerGait: Unlocking Gait Recognition with Layer-wise Representations from Large Vision Models (NeurIPS 2025 · similarity 0.83)
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