Research map / Detection and segmentation / Open-set and few-shot detection
Contextual Outpainting With Object-Level Contrastive Learning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use CTO-GAN instead of the strongest reported baseline, DSI | COCO-Stuff contextual outpainting · COCO-Stuff test | FID: 30.74 -> 27.34 | Helped |
| use CTO-GAN instead of the strongest reported baseline, DSI | COCO-Stuff contextual outpainting · COCO-Stuff test | LPIPS: 0.395(0.351) -> 0.371(0.341) | Helped |
| use CTO-GAN instead of the strongest reported baseline, Boundless | COCO-Stuff contextual outpainting · COCO-Stuff test | mIoU: 26.8 -> 31.5 | Helped |
| use CTO-GAN instead of the strongest reported baseline, DSI | COCO-Stuff contextual outpainting · COCO-Stuff test | Accu: 39.1 -> 47.0 | Helped |
| add object-level contrastive regularization (ablation) | CTO-GAN semantic reasoning · COCO-Stuff test | FID: 33.19 -> 27.34 | Helped |
| add object-level contrastive regularization (ablation) | CTO-GAN semantic reasoning · COCO-Stuff test | LPIPS: 0.407 -> 0.371 | Helped |
| add object-level contrastive regularization (ablation) | CTO-GAN semantic reasoning · COCO-Stuff test | mIoU: 25.6 -> 31.5 | Helped |
| add object-level contrastive regularization (ablation) | CTO-GAN semantic reasoning · COCO-Stuff test | Accu: 38.0 -> 47.0 | Helped |
| add a context-aware discriminator (ablation) | CTO-GAN content generation · COCO-Stuff test | FID: 28.31 -> 27.34 | Helped |
| add a context-aware discriminator (ablation) | CTO-GAN content generation · COCO-Stuff test | LPIPS: 0.387 -> 0.371 | Helped |
| add a context-aware discriminator (ablation) | CTO-GAN content generation · COCO-Stuff test | mIoU: 31.1 -> 31.5 | Helped |
| add a context-aware discriminator (ablation) | CTO-GAN content generation · COCO-Stuff test | Accu: 46.4 -> 47.0 | Helped |
Closest papers by meaning
- InOut: Diverse Image Outpainting via GAN Inversion (CVPR 2022 · similarity 0.90)
- Continuous-Multiple Image Outpainting in One-Step via Positional Query and A Diffusion-based Approach (ICLR 2024 · similarity 0.86)
- Shadow-Enlightened Image Outpainting (CVPR 2024 · similarity 0.86)
- Unboxed: Geometrically and Temporally Consistent Video Outpainting (CVPR 2025 · similarity 0.86)
- CLIPAway: Harmonizing focused embeddings for removing objects via diffusion models (NeurIPS 2024 · similarity 0.84)
- Common Inpainted Objects In-N-Out of Context (CVPR 2026 · similarity 0.84)
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