Idiap Research Institute
In research, Idiap Research Institute stands highest in Computer Science (#1,468 of 4,417 worldwide) and Physical Sciences (#4,071 of 10,670 worldwide), 2022-now. Relative to its size it is most specialised in Signal Processing, Computer Vision and Pattern Recognition and Artificial Intelligence (Signal Processing is 23.3× its share of world research).
- World rank, 2022-now
- #5,342 of 22,385 · #2,308 all time
- Rank in Switzerland
- #41 of 186
- Research works
- 1.7k ◆ 2% vs 2018-21
- Citations
- 43k 24.8 per fractional work
- Top-10% rate
- 13.7% all institutions 10.0%
- vs its own fields
- 1.07× 1.00× is exactly expected
- Open access
- 78% world 40%
- International
- 28% world 18%
What is Idiap Research Institute known for in research?
The fields where it stands highest, 2022-now, ranked among every institution above the floor in each field.
| Field | World rank | Where that sits | Top-10% rate | Works | All time |
|---|---|---|---|---|---|
| Computer ScienceField | #1,468 of 4,417 | 15.6% | 139 | #497 | |
| Physical SciencesDomain | #4,071 of 10,670 | 14.7% | 185 | #1712 |
Each strip is that field's whole ranked pool, with the notch where Idiap Research Institute sits in it, in the colour of the band that rank falls in. The track under the rate is the rate itself: it carries no average mark, because the average differs by field (from about 6% in Dentistry to 21% in Economics).
Which fields of science does Idiap Research Institute work in?
In 2022-now, 66% of research at Idiap Research Institute is in Physical Sciences, 22% in Social Sciences. Its largest fields are Computer Science (49%), Social Sciences (14%), Engineering (13%). It does 1.7× the world's share of Physical Sciences.
Each ring splits the one inside it: the four domains of science, their fields, their subfields. Size is fractional works in 2022-now. Every slice is a page; the interactive view zooms down to single topics and colours each by how much more of it this institution does than the world.
Its 4 domains and 24 fields, with their numbers
- Physical Sciences20166.1%
- Computer Science14948.9%
- Engineering3912.7%
- Environmental Science51.6%
- Physics and Astronomy41.2%
- Mathematics30.8%
- Energy10.4%
- Chemistry10.2%
- Earth and Planetary Sciences00.2%
- Materials Science00.1%
- Social Sciences6822.3%
- Social Sciences4314.0%
- Psychology123.8%
- Decision Sciences61.8%
- Business, Management and Accounting41.3%
- Economics, Econometrics and Finance20.8%
- Arts and Humanities20.6%
- Health Sciences206.7%
- Medicine175.5%
- Health Professions31.0%
- Nursing00.1%
- Dentistry00.1%
- Life Sciences155.0%
What does Idiap Research Institute specialise in?
Where its research is concentrated relative to its size: Signal Processing takes 23.3× the share of its output that it takes of world research.
- Signal ProcessingSubfield · 21.5 works23×
- Computer Vision and Pattern RecognitionSubfield · 52.3 works14×
- Artificial IntelligenceSubfield · 57.5 works7.8×
- Computer ScienceField · 148.8 works6.3×
Location quotient, a volume reading rather than an impact one. It surfaces small, lopsided specialities.
Field profile
Location quotient across every field it publishes in: outside the ring is more than an institution of this size would be expected to publish, inside it is less.
Rings at 0.5×, 1× and 2×. Widest outward: Computer Science, 6.3×. Every wedge is a field page.
All 24 fields, with their numbers
- Computer Science6.28×149 works
- Decision Sciences1.87×6 works
- Psychology1.25×12 works
- Social Sciences1.11×43 works
- Neuroscience0.98×5 works
- Engineering0.85×39 works
- Mathematics0.72×3 works
- Physics and Astronomy0.53×4 works
- Biochemistry, Genetics and Molecular Biology0.46×8 works
- Energy0.45×1 works
- Business, Management and Accounting0.40×4 works
- Health Professions0.39×3 works
- Economics, Econometrics and Finance0.37×2 works
- Environmental Science0.32×5 works
- Medicine0.28×17 works
- Nursing0.27×0 works
- Arts and Humanities0.20×2 works
- Agricultural and Biological Sciences0.16×2 works
- Immunology and Microbiology0.15×0 works
- Chemistry0.13×1 works
- Dentistry0.11×0 works
- Earth and Planetary Sciences0.10×0 works
- Pharmacology, Toxicology and Pharmaceutics0.08×0 works
- Materials Science0.02×0 works
- Computer Science 6.3×
- Decision Sciences 1.9×
- Psychology 1.2×
- Social Sciences 1.1×
- Neuroscience 1.0×
- Engineering 0.8×
- Mathematics 0.7×
- Physics and Astronomy 0.5×
- Biochemistry, Genetics and Molecular Biology 0.5×
- Energy 0.5×
- Business, Management and Accounting 0.4×
- Health Professions 0.4×
- Economics, Econometrics and Finance 0.4×
- Environmental Science 0.3×
- Medicine 0.3×
- Nursing 0.3×
- Arts and Humanities 0.2×
- Agricultural and Biological Sciences 0.2×
- Immunology and Microbiology 0.1×
- Chemistry 0.1×
- Dentistry 0.1×
- Earth and Planetary Sciences 0.1×
- Pharmacology, Toxicology and Pharmaceutics 0.1×
- Materials Science 0.0×
Who are the top researchers at Idiap Research Institute?
Ranked on the quality score, Ronan Collobert, Sébastien Marcel and Samy Bengio lead among researchers whose main affiliation is Idiap Research Institute.
- 1
Ronan Collobert
Switzerland · #54,482 worldwide 33k citations · 145 works
- 2
Sébastien Marcel
Switzerland · #75,757 worldwide 15k citations · 444 works
- 3
Samy Bengio
Switzerland · #87,220 worldwide 44k citations · 391 works
- 4
Barbara Caputo
Switzerland · #89,231 worldwide 14k citations · 565 works
- 5
Sylvain Calinon
Switzerland · #124,654 worldwide 11k citations · 314 works
- 6
Daniel Gática-Pérez
Switzerland · #135,900 worldwide 15k citations · 408 works
- 7
André Anjos
Switzerland · #147,791 worldwide 4.5k citations · 79 works
- 8
Hatef Otroshi Shahreza
Switzerland · #225,200 worldwide 829 citations · 93 works
- 9
François Fleuret
Switzerland · #231,834 worldwide 8.1k citations · 212 works
- 10
Iain A. McCowan
Switzerland · #326,351 worldwide 4.5k citations · 70 works
Which keywords describe research at Idiap Research Institute?
By fractional works in 2022-now, weighted toward what it does more of than the world: Deep Learning, Neural Networks, Convolutional Neural Networks, Face Recognition, Pose Estimation, Age Estimation, Facial Landmark Detection and Security.
- Spectral Clustering
- Corpus Linguistics
- Dimensionality Reduction
- Local Binary Patterns
- Semantic Similarity
- Text Classification
- Privacy
- Biometric Recognition
- Information Retrieval
- Speaker Verification
- Deep Neural Networks
- Civil Rights
- Environmental Law
- Legal Philosophy
- Legal Theory
- Feature Extraction
- Facial Landmark Detection
- Pose Estimation
- Face Recognition
- Neural Networks
- Deep Learning
- Convolutional Neural Networks
- Machine Learning
- Age Estimation
- Security
- Human Rights
- Authentication
- Social Justice
- Constitutional Law
- Judicial Activism
- Acoustic Modeling
- Topic Modeling
- Support Vector Machines
- Fingerprint
- Sparse Representation
- Machine Translation
- Word Representation
- Feature Selection
- Ensemble Methods
- Non-negative Matrix Factorization
Size is fractional works in 2022-now in the topics tagged with each word; colour is the word's share of this institution's work against its share of the world's. The 40 words are chosen for being large and distinctive. Each links to the topic it comes from most.
All 40 words, with their numbers
- Deep Learning88▲ 8.4×57 topics
- Neural Networks44▲ 9.4×21 topics
- Convolutional Neural Networks39▲ 18×9 topics
- Face Recognition30▲ 86×2 topics
- Machine Learning23▲ 2.2×44 topics
- Pose Estimation22▲ 63×2 topics
- Age Estimation21▲ 101×1 topic
- Facial Landmark Detection21▲ 158×1 topic
- Security18▲ 8.6×5 topics
- Feature Extraction17▲ 12×7 topics
- Human Rights14▲ 4.7×8 topics
- Legal Theory14▲ 69×3 topics
- Authentication14▲ 31×3 topics
- Legal Philosophy14▲ 72×2 topics
- Social Justice14▲ 7.4×5 topics
- Environmental Law13▲ 20×3 topics
- Constitutional Law13▲ 32×2 topics
- Civil Rights12▲ 61×1 topic
- Judicial Activism12▲ 92×1 topic
- Deep Neural Networks12▲ 33×3 topics
- Acoustic Modeling11▲ 92×1 topic
- Speaker Verification11▲ 92×1 topic
- Topic Modeling10▲ 22×2 topics
- Information Retrieval10▲ 15×3 topics
- Support Vector Machines10▲ 10×3 topics
- Biometric Recognition10▲ 141×1 topic
- Fingerprint10▲ 141×1 topic
- Privacy10▲ 11×2 topics
- Sparse Representation10▲ 17×4 topics
- Text Classification10▲ 20×2 topics
- Machine Translation10▲ 19×2 topics
- Semantic Similarity10▲ 26×1 topic
- Word Representation10▲ 26×1 topic
- Local Binary Patterns10▲ 48×2 topics
- Feature Selection9▲ 14×2 topics
- Dimensionality Reduction9▲ 41×2 topics
- Ensemble Methods9▲ 38×2 topics
- Corpus Linguistics9▲ 14×4 topics
- Non-negative Matrix Factorization9▲ 75×1 topic
- Spectral Clustering9▲ 75×1 topic
Which research topics does Idiap Research Institute publish most on?
By volume in 2022-now: Face recognition and analysis, Brazilian Legal Issues, Speech Recognition and Synthesis and Biometric Identification and Security.
Area is fractional works; colour is the subfield each topic belongs to.
- 1 Face recognition and analysis Computer Vision and Pattern Recognition 21 works
- 2 Brazilian Legal Issues Law 12 works
- 3 Speech Recognition and Synthesis Artificial Intelligence 11 works
- 4 Biometric Identification and Security Signal Processing 10 works
- 5 Topic Modeling Artificial Intelligence 10 works
- 6 Face and Expression Recognition Computer Vision and Pattern Recognition 9 works
- 7 Natural Language Processing Techniques Artificial Intelligence 8 works
- 8 Speech and Audio Processing Signal Processing 7 works
- 9 Robot Manipulation and Learning Control and Systems Engineering 7 works
- 10 Generative Adversarial Networks and Image Synthesis Computer Vision and Pattern Recognition 5 works
How open and international is its research?
Against the world's own shares: the tick on each track. Both are shares of its output, so they sit on one scale and can be read against each other as well as against the world.
World: 40% of research is openly available.
World: 18% is written across borders.
How has Idiap Research Institute's research output changed?
Output in 2022-2025 was 2% lower than in 2018-2021.
The same series as a ribbon: one cell per year, darker for more. The line above answers how much; this answers when.
Its share of all research
Growing output can still be a shrinking share: all of science grows. This is Idiap Research Institute as a percentage of every work published that year, 0.0013% in 2024.
Fractional works of Idiap Research Institute over all fractional works that year. How the balance of science has shifted.
How much of it reaches the world top 10%
Year by year, against all institutions in the same year.
Of each year's output, the share that reached the world's 10% most cited for its field and year. Peak 20.3% in 2005.
Other research institutions in Martigny-Combe
Research measures only: rankings here say nothing about teaching, admissions or student experience. Comparable institutions and collaboration partners have tabs of their own, above.
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