Research map / Image generation / GANs
GAN Dissection: Visualizing and Understanding Generative Adversarial Networks
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Ablate 20 manually identified artifact-causing units (ablation) | Progressive GAN · LSUN outdoor church images | FID: 43.16 -> 27.14 | Helped |
| Ablate 20 randomly chosen units (ablation) | Progressive GAN · LSUN outdoor church images | FID: 43.16 -> 43.17 | No clear effect |
| Ablate 20 manually identified artifact-causing units (ablation) | Progressive GAN · LSUN outdoor church images | Human preference score: 72.4% vs 49.9% | Helped |
| Ablate the 20 highest-FID units (ablation) | Progressive GAN · LSUN outdoor church images | FID: 43.16 -> 27.6 | Helped |
| Ablate the union of manually chosen and highest-FID artifact units (30 total) (ablation) | Progressive GAN · LSUN outdoor church images | FID: 43.16 -> 26.1 | Helped |
| Add minibatch standard-deviation statistics to the discriminator | Progressive GAN · LSUN scene datasets | Number of object, part, and material types matched by units: more than 40% | Helped |
| Add pixelwise normalization | Progressive GAN with minibatch standard-deviation statistics · LSUN scene datasets | Number of units matching semantic classes: 19% | Helped |
| Ablate 20 causal units for people, curtains, or windows (ablation) | Conference room Progressive GAN · Conference room scenes | Object pixels | Helped |
| Ablate 20 causal units for tables or chairs (ablation) | Conference room Progressive GAN · Conference room scenes | Object removal | Mixed |
| Ablate 20 window-causal units (ablation) | Progressive GANs trained on different scene categories · Bedroom scenes | Window removal | Hurt |
| Insert 20 causal door units at a featuremap location | Church-scene Progressive GAN · Church scenes | Door insertion | Mixed |
Closest papers by meaning
- Are GANs Created Equal? A Large-Scale Study (NeurIPS 2018 · similarity 0.90)
- A Geometric Analysis of Deep Generative Image Models and Its Applications (ICLR 2021 · similarity 0.89)
- Geometry Score: A Method For Comparing Generative Adversarial Networks (ICML 2018 · similarity 0.88)
- PandA: Unsupervised Learning of Parts and Appearances in the Feature Maps of GANs (ICLR 2023 · similarity 0.88)
- A Classification-Based Study of Covariate Shift in GAN Distributions (ICML 2018 · similarity 0.88)
- The GAN is dead; long live the GAN! A Modern GAN Baseline (NeurIPS 2024 · similarity 0.88)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.