OmniACT: A Dataset and Benchmark for Enabling Multimodal Generalist Autonomous Agents for Desktop and Web
Raghav Kapoor , Yash Parag Butala , Melisa A Russak , Jing Yu Koh , Kiran Kamble , Waseem AlShikh , Ruslan Salakhutdinov
- 🏛 Institutions
- CMU
- 📅 Date
- February 29, 2024
- 📑 Publisher
- ECCV 2024 (Poster)
- 💻 Env
- Desktop Web
- 🔑 Keywords
TLDR
OmniACT introduces a dataset and benchmark for agents that must generate executable programs from a screenshot and a visually grounded natural-language task. It covers both desktop and web applications, and the paper reports that GPT-4 reaches only about 15% of human proficiency on the benchmark.
Related papers (24)
- GUI Action Narrator: Where and When Did That Action Take Place?June 19, 2024 · arXiv
- GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented UnderstandingJune 16, 2024 · ICLR 2025 (Poster)
- SeeClick: Harnessing GUI Grounding for Advanced Visual GUI AgentsJanuary 17, 2024 · ACL 2024
- WebForge: Breaking the Realism-Reproducibility-Scalability Trilemma in Browser Agent BenchmarkApril 13, 2026 · arXiv
- Gym-Anything: Turn any Software into an Agent EnvironmentApril 7, 2026 · arXiv
- WebArena-Infinity: Generating Browser Environments with Verifiable Tasks at ScaleMarch 2026 · Blog Post
- WebChain: A Large-Scale Human-Annotated Dataset of Real-World Web Interaction TracesMarch 5, 2026 · arXiv
- When Actions Go Off-Task: Detecting and Correcting Misaligned Actions in Computer-Use AgentsFebruary 9, 2026 · arXiv
- ShowUI-π: Flow-based Generative Models as GUI Dexterous HandsDecember 31, 2025 · arXiv
- GUI-360: A Comprehensive Dataset and Benchmark for Computer-Using AgentsNovember 6, 2025 · arXiv
- Web-CogReasoner: Towards Knowledge-Induced Cognitive Reasoning for Web AgentsAugust 3, 2025 · ICLR 2026 (Poster)
- NaturalGAIA: Pushing the Frontiers of GUI Agents with a Challenging Benchmark and High-Quality Trajectory DatasetAugust 2, 2025 · arXiv
- Web-Shepherd: Advancing PRMs for Reinforcing Web AgentsMay 21, 2025 · NeurIPS 2025 (Spotlight)
- Efficient Agent Training for Computer UseMay 20, 2025 · ICLR 2026 (Poster)
- RealWebAssist: A Benchmark for Long-Horizon Web Assistance with Real-World UsersApril 14, 2025 · AAAI 2026
- AgentRewardBench: Evaluating Automatic Evaluations of Web Agent TrajectoriesApril 11, 2025 · COLM 2025
- UI-Vision: A Desktop-centric GUI Benchmark for Visual Perception and InteractionMarch 19, 2025 · ICML 2025 (Poster)
- DeskVision: Large Scale Desktop Region Captioning for Advanced GUI AgentsMarch 14, 2025 · arXiv
- Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?July 15, 2024 · NeurIPS 2024 Datasets and Benchmarks Track (Poster)
- WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work TasksJuly 7, 2024 · NeurIPS 2024 Datasets and Benchmarks Track (Poster)
- WebCanvas: Benchmarking Web Agents in Online EnvironmentsJune 18, 2024 · arXiv
- On the Multi-turn Instruction Following for Conversational Web AgentsFebruary 23, 2024 · ACL 2024
- WebLINX: Real-World Website Navigation with Multi-Turn DialogueFebruary 8, 2024 · ICML 2024
- WebVLN: Vision-and-Language Navigation on WebsitesDecember 25, 2023 · AAAI 2024